VAST Challenge 2021 MC2

To visualize & analyze card usage and car movement data with the employee disappearance incident

Background

This study is based on the Mini-Challenge 2 of the VAST Challenge 2021. In a fiction scenario, there is a natural gas company named “GASTech” operating in the island country if Kronos. The GASTech didn’t do well in environment stewardship. And after an company IPO celebration in January 2014, several employees of GASTech went missing. An environment organization is suspected in the disappearance.

Many of the Abila, Kronos-based employees of GAStech have company cars which are approved for both personal and business use. And the others who don’t have company cars can check and use company trucks for business use. The GPS tracking data of these company vehicles is available for the two weeks prior the disappearance.

And the company also provides a loyalty card to employees to give them discounts in the local businesses. And their credit card purchases and loyalty cards usage data are provided. But these data does not have persona information beyond purchases.

Requirement

Use visual analytics to identify which GASTech employees made which purchases and identify suspicious patterns of behavior. Besides, the study must cope with uncertainties that result from missing, conflicting, and imperfect data to make recommendations for further investigation.

Questions

1. Using just the credit and loyalty card data, identify the most popular locations, and when they are popular. What anomalies do you see? What corrections would you recommend to correct these anomalies? Please limit your answer to 8 images and 300 words.

2. Add the vehicle data to your analysis of the credit and loyalty card data. How does your assessment of the anomalies in question 1 change based on this new data? What discrepancies between vehicle, credit, and loyalty card data do you find? Please limit your answer to 8 images and 500 words.

3. Can you infer the owners of each credit card and loyalty card? What is your evidence? Where are there uncertainties in your method? Where are there uncertainties in the data? Please limit your answer to 8 images and 500 words.

4. Given the data sources provided, identify potential informal or unofficial relationships among GASTech personnel. Provide evidence for these relationships. Please limit your response to 8 images and 500 words.

5. Do you see evidence of suspicious activity? Identify 1- 10 locations where you believe the suspicious activity is occurring, and why Please limit your response to 10 images and 500 words.

Literature review

The VAST Challenge 2014 has the same scenario with slightly different dataset and questions. The submission repository can be found here.

Various analytic tools were used among the submissions, like JMP, D3 and custom tools. The heatmap and time histograms were useful to represent the numerical value under the combination of one categorical variable and one discrete/categorical variable, such as the usage frequency under different locations and days. Besides, movement line graph with the map background can help to identify and check suspicious activities.

However, almost all graphs were static and readers would find it difficult to explore other parts in graphs which were not specially mentioned by authors. Since the study is displayed on html page, the interactive graphs will be possible. For example, the tooltip function can make every data point to have detailed information without checking the axis or drawing additional graphs. The zoom-in and onclick functions allow readers to check the whole complex graph with too many lines/objects and focus on one part only.

Data Preparation

Data Wrangling

Import packages needed firstly.

library(tidyverse)
library(lubridate)
library(raster)
library(sf)

The location names contain some special characters, such as “Café”, which are not recognized by utf-8 encoding. Thus, special encoding is used in reading data.

loyalty <- read_csv("data/loyalty_data.csv", locale=locale(encoding ="windows-1252"))
cc <- read_csv("data/cc_data.csv", locale=locale(encoding ="windows-1252"))
car_assignments <- read_csv("data/car-assignments.csv")
gps <- read_csv("data/gps.csv")

Card Usage data

Take a glimpse of credit card data and loyalty card data

knitr::kable(cc[c(0:5),],
             caption = "Credit Card  Usage Data") %>% 
  kableExtra::kable_paper("hover", full_width = F)

Table 1: Credit Card Usage Data

timestamp	location	price	last4ccnum
01/06/2014 07:28	Brew’ve Been Served	11.34	4795
01/06/2014 07:34	Hallowed Grounds	52.22	7108
01/06/2014 07:35	Brew’ve Been Served	8.33	6816
01/06/2014 07:36	Hallowed Grounds	16.72	9617
01/06/2014 07:37	Brew’ve Been Served	4.24	7384

knitr::kable(loyalty[c(0:5),],
             caption = "Loyalty Card  Usage Data") %>% 
  kableExtra::kable_paper("hover", full_width = F)

Table 2: Loyalty Card Usage Data

timestamp	location	price	loyaltynum
01/06/2014	Brew’ve Been Served	4.17	L2247
01/06/2014	Brew’ve Been Served	9.60	L9406
01/06/2014	Hallowed Grounds	16.53	L8328
01/06/2014	Coffee Shack	11.51	L6417
01/06/2014	Hallowed Grounds	12.93	L1107

The timestamp in the credit card usage date (“cc”) contains date and time, while the timestamp in the loyal card usage data (“loyalty”) contains only data. Besides, their data type is string, which will be transformed into datetime type.

And we separate day, hour from the datetime feature.

loyalty$timestamp <- as.Date(loyalty$timestamp, "%m/%d/%Y")
cc$timestamp <- strptime(cc$timestamp, "%m/%d/%Y %H:%M")

loyalty$day <- mday(loyalty$timestamp)
cc$date <- as.Date(cc$timestamp, "%m/%d/%Y %H:%M")
cc$day <- mday(cc$date)
cc$hour <- hour(cc$timestamp)

GPS data

knitr::kable(gps[c(0:5),],
             caption = "GPS Data") %>% 
  kableExtra::kable_paper("hover", full_width = F)

Table 3: GPS Data

Timestamp	id	lat	long
01/06/2014 06:28:01	35	36.07623	24.87469
01/06/2014 06:28:01	35	36.07622	24.87460
01/06/2014 06:28:03	35	36.07621	24.87444
01/06/2014 06:28:05	35	36.07622	24.87425
01/06/2014 06:28:06	35	36.07621	24.87417

The timestamp in the GPS data also need to be transformed.

And the longitude and latitude are rounded into 5 digits. It can avoid the inconsistent/inaccurate GPS data to some extent. And five decimal places implies 1.11 meters accuracy, which is better than 4 or 6 digits (11.1 meter or 0.11 meter accuracy) under this question scenario.

gps$Timestamp <- strptime(gps$Timestamp, "%m/%d/%Y %H:%M:%S")
gps$day <- mday(gps$Timestamp)
### round the gps into 5 digits
gps$lat <- round(gps$lat, digits = 5)
gps$long <- round(gps$long, digits = 5)

In the challenge page, it mentioned that the vehicles are tracked periodically as long as they are moving. Thus, the time gap in the GPS data within one car indicates that this car stopped at current GPS location. Stops correspond to local business locations or other locations. To find these business locations, we excluded out the time gap less than 3 minutes, which might be that the car stopped to wait for traffic light.

# use gps2 to find stop locations
gps2 <- gps
gps2 <- gps2 %>% 
  group_by(id) %>% 
  mutate(end = Timestamp,
         start = lag(Timestamp, default = first(Timestamp),
                   order_by = Timestamp),
         diff_mins = (end - start)/60) %>% 
  mutate(stop = ifelse(diff_mins >= 3, TRUE, FALSE)) %>% 
  filter(stop == TRUE) %>% 
  ungroup()
# rearrange useful features
gps2_stop <- gps2[c(7,6,2,3,4,8,5)]

gps2_stop_sf <- st_as_sf(gps2_stop,
                         coords = c("long", "lat"), # combine the lo, la
                         crs = 4326) # 4326 is wgs84 Geographic Coordinate System

Besides, we need to draw the car movement path on the map. It requires the GPS data to be coordinate formats and one path is actually one line string with multiple GPS points.

# convert values from numerical to factor data type
gps$day <- as.factor(gps$day)
gps$id <- as_factor(gps$id)

gps_sf <- st_as_sf(gps,
                   coords = c("long", "lat"),
                   crs = 4326)
# group car paths
gps_path <- gps_sf %>%
  group_by(id, day) %>%
  summarize(m =mean(Timestamp),
            do_union=FALSE) %>%
  st_cast("LINESTRING")

QGIS

The tourist map provided is not georeferenced. And QGIS can help to georeference an image with the ESRI shapefiles (geospatial vector data) of the city.

The process includes:

1. load JPG tourist map and shp road map
2. create several referencing points between two maps
3. start georeferencing maps and check the correspondence

After the process, we will get a tif file which is a combination of tourist map and georeferenced. road map. Then we can plot car movements line with longitude and latitude data on the map.

we need to import the tif file generated by QGIS and display the map.

bgmap <- raster("data/Geospatial/MC2-tourist.tif")

Visualization and Insights

library(ggplot2)
library(dplyr)
library(plotly)

Q1: Identify popular locations and anomalies

To identify popularity, we can calculate the card usage frequency and amount in every locations of different days and hours.

Firstly, let’s plot the frequency of cards in the 14 days. We need to calculate the card usage frequency in different days, convert into data frame, draw their heatmaps and plot together.

Q1-Fig1

# calculate the frequency data frame of credit and loyalty card usage
cc_freq_day <- as.data.frame(xtabs(~location+day, data = cc))
loyalty_freq_day <- as.data.frame(xtabs(~location+day, data = loyalty))

# join the two frequency data frame
freq_day_join <- full_join(cc_freq_day,loyalty_freq_day,by= c("location","day"))
names(freq_day_join) <- c("location","day","CC_Freq","Loyalty_Freq")
# transfer from factors to numeric with original values
freq_day_join$day <- as.numeric(levels(freq_day_join$day))[freq_day_join$day]
# plot the heatmap of credit card usage frequency 
p1 <- ggplot(freq_day_join,aes(x=day,y=location))+
  geom_tile(aes(fill=CC_Freq))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank())
# plot the heatmap of loyalty card usage frequency 
p2 <- ggplot(freq_day_join,aes(x=day,y=location))+
  geom_tile(aes(fill=Loyalty_Freq))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank())
# convert static graph into interactive
plotly::subplot(ggplotly(p1),
                ggplotly(p2),
                shareY = TRUE) %>% 
  layout(
    title = list(
      text = "Daily Frequency of Credit (left) and Loyalty (right) Card Usage",
      xanchor = "center"),
    font = list(size = 12))

(#fig:q1f1 )Daily Frequency of Credit (left) and Loyalty (right) Card Usage

From the card usage frequency (or consumption frequency), we can easily identify that “Katerina’s Café”, “Hippokampos” and “Brew’ve Been Served” are the most popular with almost all squares in deeper color, where the daily consumption frequency is above 10. “Hallowed Grounds” and “Guy’s Gyros” are slightly less popular.

Besides, we can find that “Brew’ve Been Served” and “Hallowed Grounds” are popular every day except weekends (day 11-12, 18-19). The frequency are 0 on weekends, which might because the location is closed on weekends. It’s the same to “Hallowed Grounds”.

On weekends, “Katerina’s Café” and “Hippokampos” are the most popular while other locations might be closed or less consumption these days.

As for anomalies, we can see there is one white line in the graph for loyalty card, corresponding to “Daily Dealz”. This location only have one credit card consumption record on day 13 and no loyalty card record among the two weeks.

The daily frequencies are the same between “Maximum Iron and Steel” and “Kronos Pipe and Irrigation” every day in the two weeks.

To correct these anomalies, we can check the GPS data to make sure who made the only one consumption in “Daily Dealz”. If there were no anomalies after checking, we can just delete this single record in the credit card data. And for the situation between “Maximum Iron and Steel” and “Kronos Pipe and Irrigation”, it’s just coincidence after checking the consumption amount.

Secondly, we can plot the consumption amount instead of frequency. The steps are almost the same.

Q1-Fig2

cc_price_matrix <- tapply(cc$price,cc[,c("location","day")],sum)
cc_price <- reshape2::melt(cc_price_matrix)

loyalty_price_matrix <- tapply(loyalty$price,loyalty[,c("location","day")],sum)
loyalty_price <- reshape2::melt(loyalty_price_matrix)

price_day_join <- full_join(cc_price,loyalty_price,by= c("location","day"))
names(price_day_join) <- c("location","day","Price.","Price")

p1_price <- ggplot(price_day_join,aes(x=day,y=location))+
  geom_tile(aes(fill=Price.))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank())
p2_price <- ggplot(price_day_join,aes(x=day,y=location))+
  geom_tile(aes(fill=Price))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank())

plotly::subplot(ggplotly(p1_price),
        ggplotly(p2_price),
        shareY = TRUE) %>% 
  layout(
    title = list(text = "Daily Consumption Amount of Credit and Loyalty Card",
                 xanchor = "center"),
    font = list(size = 12))

(#fig:q1f2 )Daily Consumption Amount of Credit and Loyalty Card

The consumption amount differences among locations are much bigger than frequency differences.

Apparently, “Abila Airport” are the place where has the biggest consumption amount. And these consumption occurred on weekdays only.

Besides, “Stewart and Sons Fabrication”, “Nationwide Refinery” and “Abila Airport” also have high consumption amounts on weekdays. All these locations don’t show high frequency values in previous graphs but have very high daily consumption amounts.

And there are many outliers which might be anomalies. For example, “Frydos Autosupply n’ More” had a daily cc consumption amount ($10455.22) in day 13, which is several times as much as those in other days. And the loyalty consumption amount in day 8 at “Nationwide Refinery” is 12554.91.

What’s more, there are many inconsistencies between amounts in the credit card record and loyalty card record. At “Stewart and Sons Fabrication”, the daily amounts from day 13 to day 16 don’t match in two graphs.

To correct these anomalies, we need to check through the car movement data where the consumption amount outliers exist. It’s to see whether there are activities or other gathering to cause the high consumption. As for the inconsistency in amounts, the possible explanations are there might be someone used only one of the two cards or got cashback in the consumption.

Lastly, we change the time unit from days to hours to analyze the popular locations. Only the timestamp of credit card data contains time, so there are no hourly heatmaps for loyalty card usage.

Q1-Fig3

cc_freq_hour <- as.data.frame(xtabs(~location+hour, data = cc))
# convert factor into number
cc_freq_hour$hour <- as.numeric(levels(cc_freq_hour$hour))[cc_freq_hour$hour]

cc_price_hour_matrix <- tapply(cc$price,cc[,c("location","hour")],sum)
cc_price_hour <- reshape2::melt(cc_price_hour_matrix)

cc_hour_join <- full_join(cc_freq_hour, cc_price_hour, by= c("location","hour"))
names(cc_hour_join) <- c("location","hour","Freq","Amount")

p3_freq <- ggplot(cc_hour_join,aes(x=hour,y=location))+
  geom_tile(aes(fill=Freq))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank())

p3_price <- ggplot(cc_hour_join,aes(x=hour,y=location))+
  geom_tile(aes(fill=Amount))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank())

plotly::subplot(ggplotly(p3_freq),
        ggplotly(p3_price),
        shareY = TRUE) %>% 
  hide_colorbar() %>% 
  layout(
    title = list(text = "Hourly Consumption Frequency and Amount of Credit Card",
                 xanchor = "center"),
    font = list(size = 12))

Figure 1: Hourly Consumption Frequency and Amount of Credit Card

From the left hourly heatmap, we can easily identify the popular period for each locations since there are clear pattern.

• Breakfast time (7am to 8am): “Brew’ve Been Served”, “Hallowed Grounds”
• Lunch time (12pm to 1pm): “Katerina’s Café”, “Hippokampos”, “Abila Zacharo”
• Dinner time (7pm to 8pm): “Katerina’s Café”, “Hippokampos”, “Guy’s Gyros”

And some anomalies exist in the strange time period. At 3am, there are 5 credit card usages in “Kronos Mart”. For “Daily Dealz”, the only credit card transaction happened at 6am.

The right heatmaps also show anomalies: A very high consumption amount ($32419.63) happened at 11am of “Stewart and Sons Fabrication”.

Q2: Add vehical data to analyze the anomalies and discrepancies between data

packages = c('raster', 'sf', 
             'tmap', 'clock')
for (p in packages){
  if(!require(p, character.only = T)){
    install.packages(p)
  }
  library(p,character.only = T)
}

Anomaly 1: High consumption at “Frydos Autosupply n’ More” on day 13, Figure ??

Firstly, filter out the credit card consumption record at “Frydos Autosupply n’ More” on day 13.

knitr::kable(cc %>% 
               filter(day == 13 & location == "Frydos Autosupply n' More"),
             caption = "Consumption record at Frydos Autosupply n' More on day 13") %>% 
  kableExtra::kable_paper("hover", full_width = F)

Table 4: Consumption record at Frydos Autosupply n’ More on day 13

timestamp	location	price	last4ccnum	date	day	hour
2014-01-13 19:20:00	Frydos Autosupply n’ More	10000.00	9551	2014-01-13	13	19
2014-01-13 19:41:00	Frydos Autosupply n’ More	188.57	8129	2014-01-13	13	19
2014-01-13 19:59:00	Frydos Autosupply n’ More	64.60	8411	2014-01-13	13	19
2014-01-13 21:11:00	Frydos Autosupply n’ More	202.05	2418	2014-01-13	13	21

The abnormal consumption is from the cc number 9551. Let’s check the consumption records of this cc on day 13.

knitr::kable(cc %>% 
               filter(day == 13 & last4ccnum == 9551),
             caption = "Consumption record of cc 9551 owner on day 13") %>% 
  kableExtra::kable_paper("hover", full_width = F)

Table 5: Consumption record of cc 9551 owner on day 13

timestamp	location	price	last4ccnum	date	day	hour
2014-01-13 06:04:00	Daily Dealz	2.01	9551	2014-01-13	13	6
2014-01-13 13:18:00	U-Pump	55.25	9551	2014-01-13	13	13
2014-01-13 13:28:00	Hippokampos	30.51	9551	2014-01-13	13	13
2014-01-13 19:20:00	Frydos Autosupply n’ More	10000.00	9551	2014-01-13	13	19
2014-01-13 19:30:00	Ouzeri Elian	28.75	9551	2014-01-13	13	19

We can see the cc owner make the only only transaction at “Daily Dealz” at early morning (6am), which is the only one transaction in the two weeks.

Besides, “U-Pump” is a special place because there were only two consumption records in the two weeks, which can be found in Figure 1 and Figure ??. Therefore, there should have fewer stop locations near U-Pump in the car GPS data.

We can check the stop locations on day 13. On this day, there was one point near U-Pump where the stop time is near the consumption time in “U-Pump”. The corresponding car id is 24.

Thus, we believe the owner of car 24 use the credit card 9551. Let’s draw the moving path of this car to discover more. They are draw in the same plot to enhance understanding

Q2-Fig1

gps2_stop_day13 <- gps2_stop_sf %>% 
  filter(day ==13)

gps2_stop_car24_day13 <- gps2_stop_sf %>% 
  filter(day ==13 & id == 24)

gps_path_car24_day13 <- gps_path %>% 
  filter(day == 13 & id == 24)

map1 <- tm_shape(bgmap) +
  tm_rgb(bgmap, r = 1,g = 2,b = 3,
         alpha = NA,
         saturation = 1,
         interpolate = TRUE,
         max.value = 255) +
  tm_shape(gps_path_car24_day13) +
  tm_lines(col = "blue") +
  tm_shape(gps2_stop_day13) +
  tm_dots() +
  tm_shape(gps2_stop_car24_day13) +
  tm_dots(col = "blue", size = 0.1)
tmap_leaflet(map1)

Figure 2: Stop locations and driving path of car 24 on day 13

Hovering over blue dots, we can see the stop locations of car 24. On day 13, the car started running at about 7pm from home (the east area in the map) and stopped at “Katerina’s Café” (the south-east area) for half an hour. Then, the car stopped near “Albert’s Fine Clothing” at around noon (the north-west area).

After that, the car stopped near “U-Pump” (the center area) from 12:35 to 13:22. The purchase time in “U-Pump”, 13:18:00, matches the time period.

From 13:27 to 17:57, the car stopped at the GASTech company (south area), which could be the employee was working.

After the work, the car stopped near the “Brew’ve Been Served” (the south-east area) from 18:00 to 19:29. The high consumption occured in this period. The stop location is also close to the “Frydos Autosupply n’ More”. So the driver might stopped the car and walked to the “Frydos Autosupply n’ More” to make the consumption.

There are strange things.

1. The consumption at “Daily Dealz” occurred at 06:04:00, while the car left home at 07:32:01. It’s strange that the purchase happedned so early and the location can’t be found in other records

2. The consumption at “Hippokampos” occurred at 13:28:00, while the car stopped at the company at 13:27:14. The time gap is about 30 seconds

3. The consumption at “Ouzeri Elian” occurred at 19:30:00, while the car left the “Frydos Autosupply n’ More” at 19:29:01. The time gap is just 30 seconds after the car left

We can check the consumption from the combination of credit and loyalty cards data. We use left join to find the corresponding records in the loyalty data.

knitr::kable(cc %>% 
               filter(day == 13 & last4ccnum == 9551) %>% 
               left_join(loyalty, by = c("location", "day", "price")),
             caption = "Consumption record of cc 9551 with corresponding loyalty records on day 13") %>% 
  kableExtra::kable_paper("hover", full_width = F)

Table 6: Consumption record of cc 9551 with corresponding loyalty records on day 13

timestamp.x	location	price	last4ccnum	date	day	hour	timestamp.y	loyaltynum
2014-01-13 06:04:00	Daily Dealz	2.01	9551	2014-01-13	13	6	NA	NA
2014-01-13 13:18:00	U-Pump	55.25	9551	2014-01-13	13	13	NA	NA
2014-01-13 13:28:00	Hippokampos	30.51	9551	2014-01-13	13	13	2014-01-13	L5777
2014-01-13 19:20:00	Frydos Autosupply n’ More	10000.00	9551	2014-01-13	13	19	NA	NA
2014-01-13 19:30:00	Ouzeri Elian	28.75	9551	2014-01-13	13	19	2014-01-13	L5777

We can see that the two consumption records, which have little time gap with the car leaving/stopping, exactly have corresponding loyalty card usage. But the other three consumption records should be less rush but didn’t use loyalty card. One possible explaination might be the card stealing. This suspicious activity need to be analyzed further in question 5.

Anomaly 2: Mid-night consumption at “Kronos Mart”, Figure 1

The first step is to find the corresponding records.

knitr::kable(cc %>% 
               filter(location == "Kronos Mart"),
             caption = "Consumption at Kronos Mart") %>% 
  kableExtra::kable_paper("hover", full_width = F)

Table 7: Consumption at Kronos Mart

timestamp	location	price	last4ccnum	date	day	hour
2014-01-10 09:30:00	Kronos Mart	203.91	7688	2014-01-10	10	9
2014-01-12 03:39:00	Kronos Mart	277.26	8156	2014-01-12	12	3
2014-01-13 03:00:00	Kronos Mart	147.30	5407	2014-01-13	13	3
2014-01-13 08:01:00	Kronos Mart	159.06	6816	2014-01-13	13	8
2014-01-14 08:20:00	Kronos Mart	58.85	6899	2014-01-14	14	8
2014-01-16 07:30:00	Kronos Mart	298.83	7108	2014-01-16	16	7
2014-01-17 08:08:00	Kronos Mart	286.24	1415	2014-01-17	17	8
2014-01-19 03:13:00	Kronos Mart	87.66	3484	2014-01-19	19	3
2014-01-19 03:45:00	Kronos Mart	194.51	9551	2014-01-19	19	3
2014-01-19 03:48:00	Kronos Mart	150.36	8332	2014-01-19	19	3

The strange consumption occurred at 3 o’clock on day 19 by the owner of credit cards 3484, 9551, 8332.

Coincidentally, credit card 9551 also appeared in the Anomaly 1.

Day 19 is one day before the employee missing incident. We can check the car stop points in the recent one week to find the reason or any anomalies.

Q2-Fig2

gps2_stop_day_week <- gps2_stop_sf %>%
  filter(between(day,13,18))

gps2_stop_day19 <- gps2_stop_sf %>%
  filter(day == 19)

map2 <- tm_shape(bgmap) +
  tm_rgb(bgmap, r = 1,g = 2,b = 3,
         alpha = NA,
         saturation = 1,
         interpolate = TRUE,
         max.value = 255) +
  tm_shape(gps2_stop_day_week) +
  tm_dots(size = 0.1, alpha = 0.5) +
  tm_shape(gps2_stop_day19) +
  tm_dots(col = "red", size = 0.1, alpha = 0.5)
tmap_leaflet(map2)

Figure 3: Stop locations from day 13 to day 19

The “Kronos Mart” is located at the west direction with a red symbol. After zooming the map, we can see there were no car stop location near the mart On day 19 (red dot). And several closer red dot, which located at “Roberts and Sons”, were in the afternoon (stop period within 13 to 14 o’clock).

But there are three black dot which are very close to the “Kronos Mart”. Furthermore, The three car stop all started at about 13:30 and ends at about 16:00 on day 18.

The owners of the three cars are listed.

stop_day18 <- gps2_stop_day_week %>% 
               filter((id == 1 | id == 10 |id == 23) 
                      & day == 18
                      & start > "2014-01-18 13:00:00"
                      & end < "2014-01-18 16:00:00")
# convert data type from factor into num, to match the car_assignment
stop_day18$id <- as.numeric(stop_day18$id)

knitr::kable(left_join(stop_day18, car_assignments, by = c("id" = "CarID")),
             caption = "The three car stop near Kronos Mart") %>% 
  kableExtra::kable_paper("hover")

Table 8: The three car stop near Kronos Mart

start	end	id	diff_mins	day	geometry	LastName	FirstName	CurrentEmploymentType	CurrentEmploymentTitle
2014-01-18 13:48:01	2014-01-18 15:14:01	23	86.0 secs	18	POINT (24.8498 36.06586)	Lagos	Varja	Security	Badging Office
2014-01-18 13:29:31	2014-01-18 15:52:01	10	142.5 secs	18	POINT (24.84983 36.06588)	Campo-Corrente	Ada	Executive	SVP/CIO
2014-01-18 13:36:43	2014-01-18 15:58:01	1	141.3 secs	18	POINT (24.84982 36.06582)	Calixto	Nils	Information Technology	IT Helpdesk

We can’t get insights from the car owner information since they belong to different employment type. But they stayed at the same location for similar time period. They are very likely to meet each other and do the same thing. Besides, the consumption at 3 o’clock came from 3 credit cards and this meetup also involved in 3 persons.

Thus, one possible explanation of the consumption at mid-night could be that the three car owners came to discuss some plans on day 18 and met again at 3 o’clock on day 19.

Another possible explanation direction could be persons just stayed near the mart, so they don’t need to drive and walked there to make consumption. Or the three person use other vehicles, not from the company, to reach the mart and make consumption.

This suspicious activities will be analyzed further in question 5. It might need to check the behaviors of the three car owners in the 14 days.

discrepancies

画地图时，参考清华的Q3的流程

数据差异的话，除了图一图二中的，还有卡的对应关系不一致，车的数据和卡的数据

Q3: Infer the owners of credit and loyalty card, as well as evidence and uncertainties

S9里的Bipartite：匹配信用卡和会员数据？ 美化可以参考-Parallel Sets of https://cheriewpq.shinyapps.io/isss608_group02/ 定义所有car stop大于1分钟的作为一次stop，找出所有stop的gps定位。得到停车的开始结束时间+stop的定位 和cc的数据全连接，然后统计匹配航叔的频次？画出Bipartite？

Q1-Fig1

1

[1] 1

Q1-Fig1

1

[1] 1

Q1-Fig1

1

[1] 1

Q4: Identify potential informal relationships amoung GASTech personnel with evidence

鉴别potential informal or unofficial relationships among GASTech personnel.

Q1-Fig1

1

[1] 1

Q1-Fig1

1

[1] 1

Q1-Fig1

1

[1] 1

Q5: Identify locations where might be suspicious activity with evidence

Q1-Fig1

1

[1] 1

Q1-Fig1

1

[1] 1

Q1-Fig1

1

[1] 1

suspicious activity: Identify 1- 10 locations where you believe the suspicious activity is occurring, and why Please limit your response to 10 images and 500 words.

卡车，用于非商业活动的也算可疑活动 解释可疑活动时，是以某人做了某件事为理由

day*hour的图片 Now, let’s divide the units from days into hours:

cc_freq_day_hour <- as.data.frame(xtabs(~location++day+hour, data = cc))
cc_freq_day_hour$hour <- as.numeric(levels(cc_freq_day_hour$hour))[cc_freq_day_hour$hour]
p3 <- ggplot(cc_freq_day_hour,aes(x=hour,y=location))+
  geom_tile(aes(fill=Freq),color="white")+
  scale_fill_gradient(low = "#EFF7FB", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank(),
        plot.title = element_text(hjust=0.5))+
  facet_wrap(~ day, ncol = 7)+
  labs(title = "CC Frequency by hour of the day") 
ggplotly(p3)

Conclusion

knitr::kable(loyalty) %>% 
  kableExtra::kable_paper("hover", full_width = F)

timestamp	location	price	loyaltynum	day
2014-01-06	Brew’ve Been Served	4.17	L2247	6
2014-01-06	Brew’ve Been Served	9.60	L9406	6
2014-01-06	Hallowed Grounds	16.53	L8328	6
2014-01-06	Coffee Shack	11.51	L6417	6
2014-01-06	Hallowed Grounds	12.93	L1107	6
2014-01-06	Brew’ve Been Served	4.27	L4034	6
2014-01-06	Brew’ve Been Served	11.20	L6110	6
2014-01-06	Brew’ve Been Served	15.39	L2343	6
2014-01-06	Abila Zacharo	26.93	L9018	6
2014-01-06	Hippokampos	34.03	L6267	6
2014-01-06	Kalami Kafenion	8.64	L4034	6
2014-01-06	Katerina’s Café	33.54	L6110	6
2014-01-06	Hippokampos	36.54	L1107	6
2014-01-06	Ouzeri Elian	20.74	L2247	6
2014-01-06	Kalami Kafenion	13.08	L6417	6
2014-01-06	Hippokampos	38.25	L2343	6
2014-01-06	Hippokampos	30.88	L9406	6
2014-01-06	Kalami Kafenion	27.40	L8328	6
2014-01-06	Katerina’s Café	38.65	L6110	6
2014-01-06	Katerina’s Café	26.46	L8328	6
2014-01-06	Frydos Autosupply n’ More	80.85	L2343	6
2014-01-06	Frydos Autosupply n’ More	175.87	L2247	6
2014-01-06	Katerina’s Café	28.00	L6267	6
2014-01-06	Hippokampos	24.41	L6417	6
2014-01-06	Frydos Autosupply n’ More	89.30	L4034	6
2014-01-06	Katerina’s Café	26.51	L9406	6
2014-01-07	Brew’ve Been Served	12.74	L2247	7
2014-01-07	Hallowed Grounds	8.91	L8328	7
2014-01-07	Coffee Shack	16.63	L6417	7
2014-01-07	Brew’ve Been Served	4.39	L4034	7
2014-01-07	Brew’ve Been Served	11.91	L9406	7
2014-01-07	Hallowed Grounds	8.42	L1107	7
2014-01-07	Coffee Cameleon	12.44	L9018	7
2014-01-07	Brew’ve Been Served	17.40	L2343	7
2014-01-07	Hallowed Grounds	10.33	L6267	7
2014-01-07	Brew’ve Been Served	15.66	L6110	7
2014-01-07	Kalami Kafenion	11.64	L4034	7
2014-01-07	Ouzeri Elian	28.37	L9406	7
2014-01-07	Ouzeri Elian	17.71	L2247	7
2014-01-07	Abila Zacharo	32.40	L9018	7
2014-01-07	Gelatogalore	36.50	L1107	7
2014-01-07	Ouzeri Elian	21.85	L6110	7
2014-01-07	Katerina’s Café	37.44	L2343	7
2014-01-07	Gelatogalore	15.40	L6267	7
2014-01-07	Hippokampos	37.57	L8328	7
2014-01-07	Albert’s Fine Clothing	78.91	L6417	7
2014-01-07	Katerina’s Café	31.60	L6110	7
2014-01-07	Katerina’s Café	25.02	L2343	7
2014-01-07	Guy’s Gyros	23.12	L2247	7
2014-01-07	Katerina’s Café	25.54	L6267	7
2014-01-07	Ouzeri Elian	20.53	L1107	7
2014-01-08	Hallowed Grounds	5.85	L8328	8
2014-01-08	Brew’ve Been Served	3.09	L9406	8
2014-01-08	Hallowed Grounds	3.90	L1107	8
2014-01-08	Coffee Shack	13.13	L6417	8
2014-01-08	Brew’ve Been Served	14.88	L2247	8
2014-01-08	Brew’ve Been Served	8.40	L4034	8
2014-01-08	Brew’ve Been Served	3.92	L2343	8
2014-01-08	Hallowed Grounds	11.63	L6267	8
2014-01-08	Brew’ve Been Served	11.48	L6110	8
2014-01-08	Coffee Cameleon	16.17	L9018	8
2014-01-08	Abila Zacharo	22.13	L4034	8
2014-01-08	Gelatogalore	32.79	L6110	8
2014-01-08	Kalami Kafenion	18.18	L6267	8
2014-01-08	Kalami Kafenion	22.49	L2343	8
2014-01-08	Ouzeri Elian	24.92	L2247	8
2014-01-08	Abila Zacharo	28.25	L1107	8
2014-01-08	Gelatogalore	22.27	L9018	8
2014-01-08	Kalami Kafenion	34.98	L6417	8
2014-01-08	Gelatogalore	39.94	L9406	8
2014-01-08	Kalami Kafenion	31.43	L8328	8
2014-01-08	Katerina’s Café	34.25	L4034	8
2014-01-08	Katerina’s Café	13.83	L6110	8
2014-01-08	Frydos Autosupply n’ More	214.07	L9018	8
2014-01-08	Frydos Autosupply n’ More	268.89	L6267	8
2014-01-08	Hippokampos	16.75	L6417	8
2014-01-08	Katerina’s Café	16.93	L2343	8
2014-01-09	Hallowed Grounds	15.24	L8328	9
2014-01-09	Coffee Shack	5.01	L6417	9
2014-01-09	Brew’ve Been Served	18.25	L2343	9
2014-01-09	Hallowed Grounds	16.72	L6267	9
2014-01-09	Coffee Cameleon	4.88	L9018	9
2014-01-09	Hallowed Grounds	15.33	L1107	9
2014-01-09	Gelatogalore	19.20	L4034	9
2014-01-09	Hippokampos	27.47	L9018	9
2014-01-09	Gelatogalore	23.23	L6110	9
2014-01-09	Hippokampos	19.22	L2247	9
2014-01-09	Gelatogalore	24.68	L1107	9
2014-01-09	Kalami Kafenion	19.84	L9406	9
2014-01-09	Kalami Kafenion	10.94	L8328	9
2014-01-09	Kalami Kafenion	35.99	L6267	9
2014-01-09	Guy’s Gyros	27.69	L2343	9
2014-01-09	Gelatogalore	36.75	L6417	9
2014-01-09	Katerina’s Café	35.92	L8328	9
2014-01-09	Katerina’s Café	26.60	L9406	9
2014-01-09	Katerina’s Café	30.97	L6267	9
2014-01-09	Katerina’s Café	29.82	L2343	9
2014-01-09	Albert’s Fine Clothing	224.52	L6417	9
2014-01-09	Katerina’s Café	13.78	L4034	9
2014-01-09	Guy’s Gyros	8.23	L2247	9
2014-01-09	Shoppers’ Delight	258.43	L1107	9
2014-01-10	Hallowed Grounds	16.75	L8328	10
2014-01-10	Brew’ve Been Served	4.88	L9406	10
2014-01-10	Hallowed Grounds	17.63	L1107	10
2014-01-10	Coffee Cameleon	9.69	L9018	10
2014-01-10	Brew’ve Been Served	5.91	L2247	10
2014-01-10	Hallowed Grounds	9.34	L6267	10
2014-01-10	Brew’ve Been Served	14.36	L6110	10
2014-01-10	Katerina’s Café	21.22	L9018	10
2014-01-10	Abila Zacharo	31.34	L1107	10
2014-01-10	Kalami Kafenion	27.48	L4034	10
2014-01-10	Guy’s Gyros	38.15	L6110	10
2014-01-10	Ouzeri Elian	24.74	L2247	10
2014-01-10	Guy’s Gyros	16.34	L8328	10
2014-01-10	Abila Zacharo	9.32	L6267	10
2014-01-10	Gelatogalore	32.19	L2343	10
2014-01-10	Hippokampos	19.88	L6417	10
2014-01-10	Frydos Autosupply n’ More	43.65	L2343	10
2014-01-10	Katerina’s Café	8.14	L6110	10
2014-01-10	Katerina’s Café	21.28	L4034	10
2014-01-10	Guy’s Gyros	25.81	L2247	10
2014-01-11	Katerina’s Café	45.21	L9018	11
2014-01-11	Hippokampos	22.23	L6267	11
2014-01-11	Kalami Kafenion	35.66	L6417	11
2014-01-11	Shoppers’ Delight	238.52	L9018	11
2014-01-11	General Grocer	78.02	L8328	11
2014-01-11	Katerina’s Café	20.71	L6267	11
2014-01-11	Guy’s Gyros	36.20	L2247	11
2014-01-11	Katerina’s Café	25.76	L9406	11
2014-01-11	Katerina’s Café	52.45	L2343	11
2014-01-11	Frydos Autosupply n’ More	236.25	L8328	11
2014-01-11	Hippokampos	69.80	L6417	11
2014-01-11	Katerina’s Café	94.68	L9018	11
2014-01-12	Ouzeri Elian	98.45	L4034	12
2014-01-12	Hippokampos	29.20	L6417	12
2014-01-12	Guy’s Gyros	30.47	L8328	12
2014-01-12	Kronos Mart	147.30	L4034	12
2014-01-12	General Grocer	159.30	L6417	12
2014-01-12	Katerina’s Café	40.94	L4034	12
2014-01-12	Frydos Autosupply n’ More	88.93	L2247	12
2014-01-12	Katerina’s Café	39.30	L8328	12
2014-01-12	Katerina’s Café	16.34	L6110	12
2014-01-12	Katerina’s Café	40.25	L9406	12
2014-01-12	Frydos Autosupply n’ More	161.96	L2343	12
2014-01-13	Brew’ve Been Served	9.53	L9406	13
2014-01-13	Hallowed Grounds	6.32	L6267	13
2014-01-13	Brew’ve Been Served	13.37	L6110	13
2014-01-13	Coffee Cameleon	17.49	L9018	13
2014-01-13	Coffee Shack	4.09	L6417	13
2014-01-13	Hallowed Grounds	15.96	L1107	13
2014-01-13	Brew’ve Been Served	19.89	L2343	13
2014-01-13	Katerina’s Café	38.98	L9018	13
2014-01-13	Hippokampos	14.04	L4034	13
2014-01-13	Guy’s Gyros	21.03	L6110	13
2014-01-13	Kalami Kafenion	20.33	L2247	13
2014-01-13	Gelatogalore	36.24	L2343	13
2014-01-13	Guy’s Gyros	38.07	L6417	13
2014-01-13	Gelatogalore	37.17	L1107	13
2014-01-13	Hippokampos	26.96	L9406	13
2014-01-13	Guy’s Gyros	36.87	L8328	13
2014-01-13	Frydos Autosupply n’ More	188.57	L8328	13
2014-01-13	Frydos Autosupply n’ More	64.60	L6110	13
2014-01-13	Ouzeri Elian	21.83	L1107	13
2014-01-13	Katerina’s Café	33.57	L4034	13
2014-01-13	Guy’s Gyros	19.77	L2247	13
2014-01-13	Hippokampos	32.29	L6417	13
2014-01-13	Frydos Autosupply n’ More	202.05	L9018	13
2014-01-14	Brew’ve Been Served	14.67	L2247	14
2014-01-14	Hallowed Grounds	16.67	L8328	14
2014-01-14	Brew’ve Been Served	14.04	L9406	14
2014-01-14	Brew’ve Been Served	9.53	L2343	14
2014-01-14	Coffee Cameleon	11.67	L9018	14
2014-01-14	Hallowed Grounds	10.65	L1107	14
2014-01-14	Brew’ve Been Served	16.39	L4034	14
2014-01-14	Coffee Shack	3.63	L6417	14
2014-01-14	Hallowed Grounds	6.16	L6267	14
2014-01-14	Brew’ve Been Served	11.53	L6110	14
2014-01-14	Abila Zacharo	31.09	L6110	14
2014-01-14	Kalami Kafenion	33.13	L4034	14
2014-01-14	Katerina’s Café	11.26	L9018	14
2014-01-14	Katerina’s Café	31.69	L6267	14
2014-01-14	Ouzeri Elian	33.67	L1107	14
2014-01-14	Kalami Kafenion	27.65	L9406	14
2014-01-14	Gelatogalore	35.97	L2247	14
2014-01-14	Ouzeri Elian	19.70	L6417	14
2014-01-14	Gelatogalore	22.03	L8328	14
2014-01-14	Hippokampos	16.73	L2343	14
2014-01-14	Guy’s Gyros	35.12	L2247	14
2014-01-14	Katerina’s Café	31.94	L4034	14
2014-01-14	Katerina’s Café	26.61	L2343	14
2014-01-14	Ouzeri Elian	20.95	L1107	14
2014-01-14	Katerina’s Café	25.40	L6110	14
2014-01-14	Katerina’s Café	28.05	L6267	14
2014-01-14	Frydos Autosupply n’ More	49.21	L9406	14
2014-01-15	Hallowed Grounds	18.69	L6267	15
2014-01-15	Brew’ve Been Served	3.14	L9406	15
2014-01-15	Brew’ve Been Served	8.42	L2247	15
2014-01-15	Brew’ve Been Served	5.75	L6110	15
2014-01-15	Coffee Shack	18.17	L6417	15
2014-01-15	Coffee Cameleon	16.31	L9018	15
2014-01-15	Hallowed Grounds	14.39	L1107	15
2014-01-15	Brew’ve Been Served	3.47	L2343	15
2014-01-15	Katerina’s Café	28.56	L9018	15
2014-01-15	Kalami Kafenion	38.50	L4034	15
2014-01-15	Ouzeri Elian	25.70	L2247	15
2014-01-15	Kalami Kafenion	37.15	L6110	15
2014-01-15	Guy’s Gyros	12.19	L6267	15
2014-01-15	Gelatogalore	24.96	L6417	15
2014-01-15	Ouzeri Elian	26.61	L8328	15
2014-01-15	Guy’s Gyros	16.58	L2343	15
2014-01-15	Gelatogalore	22.36	L1107	15
2014-01-15	Abila Zacharo	26.82	L9406	15
2014-01-15	Katerina’s Café	36.80	L6267	15
2014-01-15	Guy’s Gyros	24.91	L2247	15
2014-01-15	Katerina’s Café	38.81	L4034	15
2014-01-15	Katerina’s Café	29.33	L6110	15
2014-01-15	Katerina’s Café	29.66	L9018	15
2014-01-15	Katerina’s Café	21.61	L2343	15
2014-01-15	Albert’s Fine Clothing	228.15	L6417	15
2014-01-15	Frydos Autosupply n’ More	276.88	L9406	15
2014-01-15	Ouzeri Elian	8.57	L1107	15
2014-01-16	Brew’ve Been Served	5.05	L2247	16
2014-01-16	Hallowed Grounds	17.92	L8328	16
2014-01-16	Coffee Shack	10.48	L6417	16
2014-01-16	Brew’ve Been Served	3.84	L9406	16
2014-01-16	Coffee Cameleon	3.14	L9018	16
2014-01-16	Hallowed Grounds	18.23	L6267	16
2014-01-16	Hallowed Grounds	4.60	L1107	16
2014-01-16	Brew’ve Been Served	11.21	L6110	16
2014-01-16	Katerina’s Café	39.74	L4034	16
2014-01-16	Hippokampos	13.05	L6267	16
2014-01-16	Abila Zacharo	24.38	L9406	16
2014-01-16	Katerina’s Café	38.32	L2247	16
2014-01-16	Kalami Kafenion	9.27	L2343	16
2014-01-16	Ouzeri Elian	8.52	L9018	16
2014-01-16	Ouzeri Elian	8.47	L6417	16
2014-01-16	Ouzeri Elian	31.21	L1107	16
2014-01-16	Guy’s Gyros	36.48	L8328	16
2014-01-16	Octavio’s Office Supplies	131.01	L2247	16
2014-01-16	Katerina’s Café	13.68	L6110	16
2014-01-16	Katerina’s Café	29.30	L4034	16
2014-01-16	Albert’s Fine Clothing	283.38	L6417	16
2014-01-16	Katerina’s Café	18.79	L8328	16
2014-01-16	Ouzeri Elian	22.65	L1107	16
2014-01-16	Katerina’s Café	35.43	L9018	16
2014-01-16	Katerina’s Café	30.56	L2343	16
2014-01-16	Frydos Autosupply n’ More	130.01	L9406	16
2014-01-17	Brew’ve Been Served	11.69	L2247	17
2014-01-17	Brew’ve Been Served	8.07	L9406	17
2014-01-17	Coffee Shack	19.16	L6417	17
2014-01-17	Hallowed Grounds	5.52	L6267	17
2014-01-17	Coffee Cameleon	7.49	L9018	17
2014-01-17	Brew’ve Been Served	18.15	L4034	17
2014-01-17	Brew’ve Been Served	14.58	L6110	17
2014-01-17	Hippokampos	38.21	L9018	17
2014-01-17	Gelatogalore	18.10	L1107	17
2014-01-17	Hippokampos	23.54	L6267	17
2014-01-17	Kalami Kafenion	24.21	L6110	17
2014-01-17	Guy’s Gyros	15.12	L2343	17
2014-01-17	Guy’s Gyros	21.10	L6417	17
2014-01-17	Abila Zacharo	11.95	L2247	17
2014-01-17	Katerina’s Café	30.72	L9406	17
2014-01-17	Ouzeri Elian	26.10	L8328	17
2014-01-17	Katerina’s Café	21.16	L9018	17
2014-01-17	Hippokampos	19.76	L6417	17
2014-01-17	Frydos Autosupply n’ More	124.52	L9406	17
2014-01-17	Katerina’s Café	14.93	L8328	17
2014-01-17	Katerina’s Café	36.12	L2343	17
2014-01-17	Ouzeri Elian	26.40	L1107	17
2014-01-17	Katerina’s Café	33.73	L4034	17
2014-01-17	Frydos Autosupply n’ More	67.29	L2247	17
2014-01-18	Katerina’s Café	34.54	L6267	18
2014-01-18	Kalami Kafenion	30.12	L2247	18
2014-01-18	Kalami Kafenion	42.73	L2343	18
2014-01-18	Gelatogalore	24.38	L1107	18
2014-01-18	Katerina’s Café	37.26	L6110	18
2014-01-18	Frydos Autosupply n’ More	103.41	L2247	18
2014-01-18	Albert’s Fine Clothing	189.52	L6267	18
2014-01-18	Frydos Autosupply n’ More	234.53	L4034	18
2014-01-18	Guy’s Gyros	28.07	L2247	18
2014-01-18	Ouzeri Elian	14.90	L1107	18
2014-01-18	Katerina’s Café	32.68	L9018	18
2014-01-18	Katerina’s Café	45.88	L6110	18
2014-01-18	Hippokampos	55.03	L6417	18
2014-01-06	Albert’s Fine Clothing	276.90	L5777	6
2014-01-06	Hallowed Grounds	8.05	L5777	6
2014-01-06	Bean There Done That	10.28	L7783	6
2014-01-06	Guy’s Gyros	15.44	L7783	6
2014-01-06	Hippokampos	21.33	L7783	6
2014-01-06	Bean There Done That	16.09	L3191	6
2014-01-06	Guy’s Gyros	30.82	L3191	6
2014-01-06	Abila Zacharo	30.08	L4164	6
2014-01-06	Brewed Awakenings	5.72	L4164	6
2014-01-06	Hippokampos	17.27	L4164	6
2014-01-06	Jack’s Magical Beans	11.03	L6267	6
2014-01-06	Katerina’s Café	18.56	L6267	6
2014-01-06	Coffee Cameleon	8.73	L1682	6
2014-01-06	Gelatogalore	12.74	L1682	6
2014-01-06	Katerina’s Café	23.63	L1682	6
2014-01-06	Brew’ve Been Served	18.24	L1485	6
2014-01-06	Katerina’s Café	39.41	L1485	6
2014-01-06	Brewed Awakenings	16.89	L5947	6
2014-01-06	Ouzeri Elian	38.90	L5947	6
2014-01-06	Gelatogalore	22.64	L6119	6
2014-01-06	Bean There Done That	8.54	L3014	6
2014-01-06	Hippokampos	8.64	L3014	6
2014-01-06	Hippokampos	26.80	L3014	6
2014-01-06	Brewed Awakenings	4.35	L2070	6
2014-01-06	Hippokampos	20.61	L2070	6
2014-01-06	Bean There Done That	5.24	L4149	6
2014-01-06	Hippokampos	35.34	L4149	6
2014-01-06	Abila Zacharo	18.11	L6544	6
2014-01-06	Guy’s Gyros	15.29	L6544	6
2014-01-06	Hallowed Grounds	12.22	L6544	6
2014-01-06	Hallowed Grounds	10.07	L4424	6
2014-01-06	Katerina’s Café	13.59	L4424	6
2014-01-06	Katerina’s Café	12.32	L4424	6
2014-01-06	Brew’ve Been Served	8.88	L5259	6
2014-01-06	Gelatogalore	23.41	L5259	6
2014-01-06	Guy’s Gyros	28.94	L5259	6
2014-01-06	Brew’ve Been Served	4.24	L3800	6
2014-01-06	Guy’s Gyros	16.92	L3800	6
2014-01-06	Guy’s Gyros	39.29	L3800	6
2014-01-06	Hallowed Grounds	16.72	L5553	6
2014-01-06	Katerina’s Café	32.64	L5553	6
2014-01-06	Bean There Done That	4.27	L3366	6
2014-01-06	Hippokampos	25.50	L3366	6
2014-01-06	Ouzeri Elian	20.40	L3366	6
2014-01-06	Brew’ve Been Served	8.33	L8148	6
2014-01-06	Guy’s Gyros	37.82	L8148	6
2014-01-06	Ouzeri Elian	20.56	L8148	6
2014-01-06	Carlyle Chemical Inc.	3959.66	L4063	6
2014-01-06	Abila Airport	4540.08	L4063	6
2014-01-06	Abila Airport	777.06	L4063	6
2014-01-06	Kronos Pipe and Irrigation	242.21	L4063	6
2014-01-06	Maximum Iron and Steel	2859.51	L4063	6
2014-01-06	Ouzeri Elian	16.84	L4063	6
2014-01-06	Brew’ve Been Served	14.97	L3572	6
2014-01-06	Brew’ve Been Served	3.67	L2490	6
2014-01-06	Guy’s Gyros	22.57	L2490	6
2014-01-06	Kalami Kafenion	30.10	L2490	6
2014-01-06	U-Pump	59.51	L2490	6
2014-01-06	Abila Airport	612.47	L2769	6
2014-01-06	Albert’s Fine Clothing	121.76	L2169	6
2014-01-06	Brew’ve Been Served	15.58	L2169	6
2014-01-06	Kalami Kafenion	22.31	L2169	6
2014-01-06	Nationwide Refinery	761.64	L9633	6
2014-01-06	Stewart and Sons Fabrication	2144.62	L9633	6
2014-01-06	Coffee Cameleon	11.86	L9637	6
2014-01-06	Frydos Autosupply n’ More	197.32	L9637	6
2014-01-06	Frydos Autosupply n’ More	274.98	L8012	6
2014-01-06	Guy’s Gyros	11.22	L8012	6
2014-01-06	Abila Zacharo	50.14	L3288	6
2014-01-06	Frydos Autosupply n’ More	253.87	L3288	6
2014-01-06	Jack’s Magical Beans	18.59	L3288	6
2014-01-06	Gelatogalore	36.33	L7814	6
2014-01-06	Hallowed Grounds	10.66	L7814	6
2014-01-06	Katerina’s Café	26.10	L7814	6
2014-01-06	Abila Zacharo	23.15	L3259	6
2014-01-06	Brew’ve Been Served	12.83	L3259	6
2014-01-06	Katerina’s Café	17.92	L3259	6
2014-01-06	Coffee Cameleon	8.39	L3295	6
2014-01-06	Katerina’s Café	15.52	L3295	6
2014-01-06	Ouzeri Elian	30.87	L3295	6
2014-01-06	Brew’ve Been Served	5.66	L9363	6
2014-01-06	Guy’s Gyros	11.94	L9363	6
2014-01-06	Katerina’s Café	19.65	L9363	6
2014-01-06	Jack’s Magical Beans	7.84	L5224	6
2014-01-06	Brew’ve Been Served	16.90	L7291	6
2014-01-06	Ouzeri Elian	34.71	L7291	6
2014-01-06	Brew’ve Been Served	11.34	L8566	6
2014-01-06	Hippokampos	13.26	L8566	6
2014-01-06	Abila Zacharo	12.05	L9254	6
2014-01-06	Brew’ve Been Served	10.68	L9254	6
2014-01-06	Shoppers’ Delight	293.67	L9254	6
2014-01-06	Guy’s Gyros	19.67	L6886	6
2014-01-06	Jack’s Magical Beans	18.10	L6886	6
2014-01-07	Gelatogalore	21.52	L5777	7
2014-01-07	Hallowed Grounds	4.44	L5777	7
2014-01-07	Ouzeri Elian	25.27	L5777	7
2014-01-07	Abila Zacharo	13.52	L7783	7
2014-01-07	Bean There Done That	11.25	L7783	7
2014-01-07	Hippokampos	11.56	L7783	7
2014-01-07	Guy’s Gyros	10.11	L3191	7
2014-01-07	Abila Zacharo	12.72	L4164	7
2014-01-07	Hippokampos	15.85	L4164	7
2014-01-07	Abila Zacharo	22.25	L6267	7
2014-01-07	Jack’s Magical Beans	3.68	L6267	7
2014-01-07	Coffee Cameleon	7.66	L1682	7
2014-01-07	Gelatogalore	34.04	L1682	7
2014-01-07	Katerina’s Café	19.49	L1682	7
2014-01-07	Brewed Awakenings	4.84	L1485	7
2014-01-07	Guy’s Gyros	22.33	L1485	7
2014-01-07	Hippokampos	31.69	L1485	7
2014-01-07	Brewed Awakenings	11.59	L5947	7
2014-01-07	Guy’s Gyros	34.09	L5947	7
2014-01-07	Hippokampos	21.20	L5947	7
2014-01-07	Hallowed Grounds	14.05	L6119	7
2014-01-07	Katerina’s Café	22.27	L6119	7
2014-01-07	Katerina’s Café	14.75	L6119	7
2014-01-07	Bean There Done That	13.89	L3014	7
2014-01-07	Hippokampos	20.17	L3014	7
2014-01-07	Kalami Kafenion	22.83	L3014	7
2014-01-07	Brewed Awakenings	6.72	L2070	7
2014-01-07	Gelatogalore	35.06	L2070	7
2014-01-07	Hippokampos	22.18	L2070	7
2014-01-07	Bean There Done That	8.03	L4149	7
2014-01-07	Hippokampos	10.19	L4149	7
2014-01-07	Hallowed Grounds	18.97	L6544	7
2014-01-07	Kalami Kafenion	22.14	L6544	7
2014-01-07	Gelatogalore	31.77	L4424	7
2014-01-07	Abila Zacharo	25.90	L5259	7
2014-01-07	Guy’s Gyros	14.87	L5259	7
2014-01-07	Brew’ve Been Served	5.08	L3800	7
2014-01-07	Guy’s Gyros	22.25	L3800	7
2014-01-07	Kalami Kafenion	25.90	L3800	7
2014-01-07	Guy’s Gyros	12.57	L5553	7
2014-01-07	Hallowed Grounds	9.92	L5553	7
2014-01-07	Katerina’s Café	17.26	L5553	7
2014-01-07	Albert’s Fine Clothing	228.36	L3366	7
2014-01-07	Bean There Done That	6.25	L3366	7
2014-01-07	Ouzeri Elian	24.84	L3366	7
2014-01-07	Guy’s Gyros	11.31	L8148	7
2014-01-07	Abila Airport	3840.37	L7761	7
2014-01-07	Stewart and Sons Fabrication	1200.90	L7761	7
2014-01-07	Brew’ve Been Served	11.92	L3572	7
2014-01-07	Brew’ve Been Served	9.06	L2490	7
2014-01-07	Guy’s Gyros	31.23	L2490	7
2014-01-07	Katerina’s Café	31.41	L2490	7
2014-01-07	Abila Airport	124.89	L2769	7
2014-01-07	Abila Airport	3411.29	L2769	7
2014-01-07	Brew’ve Been Served	3.00	L2169	7
2014-01-07	Katerina’s Café	10.90	L2169	7
2014-01-07	Carlyle Chemical Inc.	3827.20	L5756	7
2014-01-07	Katerina’s Café	19.07	L5756	7
2014-01-07	Nationwide Refinery	1562.66	L5756	7
2014-01-07	Nationwide Refinery	1347.36	L9633	7
2014-01-07	Stewart and Sons Fabrication	1783.33	L9633	7
2014-01-07	Kronos Pipe and Irrigation	3920.82	L8477	7
2014-01-07	Maximum Iron and Steel	3207.31	L8477	7
2014-01-07	Coffee Cameleon	11.55	L9637	7
2014-01-07	Katerina’s Café	10.07	L9637	7
2014-01-07	Ouzeri Elian	29.10	L9637	7
2014-01-07	Hallowed Grounds	7.88	L8012	7
2014-01-07	Katerina’s Café	18.35	L8012	7
2014-01-07	Jack’s Magical Beans	18.77	L3288	7
2014-01-07	Kalami Kafenion	45.05	L3288	7
2014-01-07	Ouzeri Elian	11.41	L3288	7
2014-01-07	Hallowed Grounds	9.61	L7814	7
2014-01-07	Hippokampos	16.11	L7814	7
2014-01-07	Katerina’s Café	32.83	L7814	7
2014-01-07	Brew’ve Been Served	14.49	L3259	7
2014-01-07	Gelatogalore	17.21	L3259	7
2014-01-07	Katerina’s Café	33.29	L3259	7
2014-01-07	Coffee Cameleon	9.10	L3295	7
2014-01-07	Gelatogalore	8.97	L3295	7
2014-01-07	Katerina’s Café	19.53	L3295	7
2014-01-07	Brew’ve Been Served	7.74	L9363	7
2014-01-07	Frydos Autosupply n’ More	272.73	L9363	7
2014-01-07	Ouzeri Elian	19.51	L9363	7
2014-01-07	Abila Scrapyard	2149.28	L3317	7
2014-01-07	Abila Airport	1641.96	L3317	7
2014-01-07	Nationwide Refinery	889.58	L3317	7
2014-01-07	Guy’s Gyros	29.57	L5224	7
2014-01-07	Jack’s Magical Beans	19.61	L5224	7
2014-01-07	Abila Zacharo	17.81	L7291	7
2014-01-07	Brew’ve Been Served	18.53	L7291	7
2014-01-07	Kalami Kafenion	18.06	L8566	7
2014-01-07	Brewed Awakenings	12.59	L9254	7
2014-01-07	Guy’s Gyros	38.56	L9254	7
2014-01-07	Guy’s Gyros	9.76	L9254	7
2014-01-07	Gelatogalore	8.98	L6886	7
2014-01-07	Hippokampos	37.88	L6886	7
2014-01-07	Jack’s Magical Beans	9.84	L6886	7
2014-01-08	Hippokampos	39.80	L5777	8
2014-01-08	Ouzeri Elian	10.81	L5777	8
2014-01-08	Abila Zacharo	14.41	L7783	8
2014-01-08	Bean There Done That	17.45	L7783	8
2014-01-08	Hippokampos	10.52	L7783	8
2014-01-08	Albert’s Fine Clothing	136.01	L3191	8
2014-01-08	Bean There Done That	12.07	L3191	8
2014-01-08	Hippokampos	28.79	L3191	8
2014-01-08	Brewed Awakenings	11.73	L4164	8
2014-01-08	Hippokampos	26.31	L4164	8
2014-01-08	Ouzeri Elian	32.61	L4164	8
2014-01-08	Jack’s Magical Beans	3.96	L6267	8
2014-01-08	Katerina’s Café	8.53	L6267	8
2014-01-08	Ouzeri Elian	29.85	L6267	8
2014-01-08	Coffee Cameleon	6.59	L1682	8
2014-01-08	Hippokampos	16.59	L1682	8
2014-01-08	Katerina’s Café	19.12	L1682	8
2014-01-08	Brew’ve Been Served	12.92	L1485	8
2014-01-08	Frank’s Fuel	65.34	L1485	8
2014-01-08	Frydos Autosupply n’ More	182.56	L1485	8
2014-01-08	Guy’s Gyros	17.90	L1485	8
2014-01-08	Brewed Awakenings	12.32	L5947	8
2014-01-08	Chostus Hotel	107.51	L5947	8
2014-01-08	Hippokampos	16.54	L5947	8
2014-01-08	Gelatogalore	35.29	L6119	8
2014-01-08	Hallowed Grounds	19.92	L6119	8
2014-01-08	Katerina’s Café	36.60	L6119	8
2014-01-08	Hippokampos	12.62	L3014	8
2014-01-08	Hippokampos	26.55	L2070	8
2014-01-08	Hippokampos	15.64	L2070	8
2014-01-08	Bean There Done That	14.96	L4149	8
2014-01-08	Hippokampos	37.89	L4149	8
2014-01-08	General Grocer	265.84	L6544	8
2014-01-08	Guy’s Gyros	15.86	L4424	8
2014-01-08	Hallowed Grounds	8.15	L4424	8
2014-01-08	Katerina’s Café	27.87	L4424	8
2014-01-08	Brew’ve Been Served	17.13	L5259	8
2014-01-08	Gelatogalore	36.72	L5259	8
2014-01-08	Brew’ve Been Served	3.42	L3800	8
2014-01-08	Guy’s Gyros	30.12	L3800	8
2014-01-08	Guy’s Gyros	28.81	L3800	8
2014-01-08	Abila Zacharo	16.20	L5553	8
2014-01-08	Hallowed Grounds	3.40	L5553	8
2014-01-08	Bean There Done That	16.18	L3366	8
2014-01-08	Hippokampos	32.66	L3366	8
2014-01-08	Katerina’s Café	37.04	L3366	8
2014-01-08	Brew’ve Been Served	8.27	L8148	8
2014-01-08	Kalami Kafenion	14.77	L8148	8
2014-01-08	Brew’ve Been Served	7.26	L3572	8
2014-01-08	Brew’ve Been Served	11.87	L2490	8
2014-01-08	Gelatogalore	39.75	L2490	8
2014-01-08	Guy’s Gyros	19.08	L2490	8
2014-01-08	Abila Airport	2723.18	L2769	8
2014-01-08	Abila Airport	2769.12	L2769	8
2014-01-08	Brew’ve Been Served	6.30	L2169	8
2014-01-08	Guy’s Gyros	10.34	L2169	8
2014-01-08	Guy’s Gyros	30.48	L2169	8
2014-01-08	Nationwide Refinery	4513.16	L5485	8
2014-01-08	Stewart and Sons Fabrication	1738.26	L5485	8
2014-01-08	Carlyle Chemical Inc.	4901.88	L5756	8
2014-01-08	Katerina’s Café	29.26	L5756	8
2014-01-08	Nationwide Refinery	4367.43	L5756	8
2014-01-08	Nationwide Refinery	3674.32	L9633	8
2014-01-08	Stewart and Sons Fabrication	1673.77	L9633	8
2014-01-08	Carlyle Chemical Inc.	4983.52	L8477	8
2014-01-08	Kronos Pipe and Irrigation	3615.61	L8477	8
2014-01-08	Maximum Iron and Steel	3136.01	L8477	8
2014-01-08	Coffee Cameleon	15.71	L9637	8
2014-01-08	Katerina’s Café	26.45	L9637	8
2014-01-08	Katerina’s Café	33.31	L9637	8
2014-01-08	Katerina’s Café	31.59	L8012	8
2014-01-08	Gelatogalore	50.36	L3288	8
2014-01-08	Jack’s Magical Beans	18.78	L3288	8
2014-01-08	Ouzeri Elian	62.20	L3288	8
2014-01-08	Hallowed Grounds	3.11	L7814	8
2014-01-08	Kalami Kafenion	23.82	L7814	8
2014-01-08	Brew’ve Been Served	13.68	L3259	8
2014-01-08	Gelatogalore	20.72	L3259	8
2014-01-08	Coffee Cameleon	12.26	L3295	8
2014-01-08	Kalami Kafenion	24.08	L3295	8
2014-01-08	Katerina’s Café	32.83	L3295	8
2014-01-08	Abila Zacharo	30.85	L9363	8
2014-01-08	Brew’ve Been Served	10.15	L9363	8
2014-01-08	Jack’s Magical Beans	12.37	L5224	8
2014-01-08	Ouzeri Elian	29.73	L5224	8
2014-01-08	Brew’ve Been Served	19.17	L7291	8
2014-01-08	Chostus Hotel	111.89	L7291	8
2014-01-08	Guy’s Gyros	18.24	L7291	8
2014-01-08	Brew’ve Been Served	12.30	L8566	8
2014-01-08	Hippokampos	9.03	L8566	8
2014-01-08	Brew’ve Been Served	15.66	L9254	8
2014-01-08	Guy’s Gyros	15.69	L9254	8
2014-01-08	Kalami Kafenion	31.96	L9254	8
2014-01-08	Abila Zacharo	36.85	L6886	8
2014-01-08	Hippokampos	18.99	L6886	8
2014-01-08	Jack’s Magical Beans	11.25	L6886	8
2014-01-09	Abila Zacharo	29.41	L5777	9
2014-01-09	Hallowed Grounds	14.45	L5777	9
2014-01-09	Bean There Done That	13.00	L7783	9
2014-01-09	Guy’s Gyros	14.91	L7783	9
2014-01-09	Hippokampos	8.43	L3191	9
2014-01-09	Hippokampos	10.12	L3191	9
2014-01-09	Kronos Mart	203.91	L4164	9
2014-01-09	Ouzeri Elian	26.09	L4164	9
2014-01-09	Gelatogalore	8.60	L6267	9
2014-01-09	Jack’s Magical Beans	10.11	L6267	9
2014-01-09	Katerina’s Café	17.02	L1682	9
2014-01-09	Frydos Autosupply n’ More	276.75	L1485	9
2014-01-09	Jack’s Magical Beans	6.00	L1485	9
2014-01-09	Katerina’s Café	10.42	L1485	9
2014-01-09	Brewed Awakenings	13.16	L5947	9
2014-01-09	Gelatogalore	16.74	L5947	9
2014-01-09	Hippokampos	15.02	L5947	9
2014-01-09	Guy’s Gyros	13.59	L6119	9
2014-01-09	Guy’s Gyros	8.23	L6119	9
2014-01-09	Bean There Done That	4.06	L3014	9
2014-01-09	Katerina’s Café	8.01	L3014	9
2014-01-09	Albert’s Fine Clothing	229.98	L2070	9
2014-01-09	Brewed Awakenings	17.66	L2070	9
2014-01-09	Frydos Autosupply n’ More	60.65	L4149	9
2014-01-09	Hippokampos	9.12	L4149	9
2014-01-09	Hallowed Grounds	16.77	L6544	9
2014-01-09	Ouzeri Elian	32.89	L6544	9
2014-01-09	Abila Zacharo	20.73	L4424	9
2014-01-09	Hallowed Grounds	17.84	L4424	9
2014-01-09	Abila Zacharo	14.37	L5259	9
2014-01-09	Brew’ve Been Served	5.30	L3800	9
2014-01-09	Guy’s Gyros	35.05	L3800	9
2014-01-09	Kalami Kafenion	18.14	L3800	9
2014-01-09	Guy’s Gyros	15.00	L5553	9
2014-01-09	Hallowed Grounds	18.48	L5553	9
2014-01-09	Katerina’s Café	26.00	L5553	9
2014-01-09	Bean There Done That	4.05	L3366	9
2014-01-09	Hippokampos	24.96	L3366	9
2014-01-09	Kalami Kafenion	30.76	L3366	9
2014-01-09	Brew’ve Been Served	15.82	L8148	9
2014-01-09	Guy’s Gyros	29.96	L8148	9
2014-01-09	Ouzeri Elian	22.40	L8148	9
2014-01-09	Abila Airport	2358.22	L7761	9
2014-01-09	Nationwide Refinery	1420.39	L7761	9
2014-01-09	Stewart and Sons Fabrication	1015.65	L7761	9
2014-01-09	Brew’ve Been Served	17.64	L3572	9
2014-01-09	Guy’s Gyros	18.26	L3572	9
2014-01-09	Abila Zacharo	8.16	L2490	9
2014-01-09	Brew’ve Been Served	12.12	L2490	9
2014-01-09	Frydos Autosupply n’ More	138.02	L2490	9
2014-01-09	Abila Airport	182.93	L2769	9
2014-01-09	Abila Airport	4538.52	L2769	9
2014-01-09	Brew’ve Been Served	6.21	L2169	9
2014-01-09	Guy’s Gyros	31.31	L2169	9
2014-01-09	Hippokampos	25.70	L2169	9
2014-01-09	Carlyle Chemical Inc.	529.47	L5756	9
2014-01-09	Carlyle Chemical Inc.	382.43	L5756	9
2014-01-09	Carlyle Chemical Inc.	2176.20	L5756	9
2014-01-09	Katerina’s Café	16.98	L5756	9
2014-01-09	Nationwide Refinery	289.30	L5756	9
2014-01-09	Nationwide Refinery	674.28	L9633	9
2014-01-09	Stewart and Sons Fabrication	3544.00	L9633	9
2014-01-09	Carlyle Chemical Inc.	732.82	L8477	9
2014-01-09	Kronos Pipe and Irrigation	423.14	L8477	9
2014-01-09	Maximum Iron and Steel	1527.14	L8477	9
2014-01-09	Coffee Cameleon	16.13	L9637	9
2014-01-09	Hallowed Grounds	17.56	L8012	9
2014-01-09	Hippokampos	13.84	L8012	9
2014-01-09	Katerina’s Café	8.57	L8012	9
2014-01-09	Abila Zacharo	48.39	L3288	9
2014-01-09	Katerina’s Café	19.02	L7814	9
2014-01-09	Gelatogalore	11.94	L3259	9
2014-01-09	Hallowed Grounds	10.25	L3259	9
2014-01-09	Coffee Cameleon	19.99	L3295	9
2014-01-09	Guy’s Gyros	17.44	L3295	9
2014-01-09	Katerina’s Café	26.60	L3295	9
2014-01-09	Brew’ve Been Served	19.47	L9363	9
2014-01-09	Abila Scrapyard	1158.36	L3317	9
2014-01-09	Abila Airport	4792.50	L3317	9
2014-01-09	Nationwide Refinery	1322.50	L3317	9
2014-01-09	Stewart and Sons Fabrication	918.60	L3317	9
2014-01-09	Hippokampos	23.66	L5224	9
2014-01-09	Katerina’s Café	25.85	L5224	9
2014-01-09	Brew’ve Been Served	10.71	L7291	9
2014-01-09	Hippokampos	27.93	L7291	9
2014-01-09	Brew’ve Been Served	5.13	L8566	9
2014-01-09	Gelatogalore	23.45	L8566	9
2014-01-09	General Grocer	285.34	L8566	9
2014-01-09	Brew’ve Been Served	14.85	L9254	9
2014-01-09	Guy’s Gyros	25.40	L9254	9
2014-01-09	Guy’s Gyros	31.81	L9254	9
2014-01-09	Abila Zacharo	8.60	L6886	9
2014-01-09	Hippokampos	9.13	L6886	9
2014-01-09	Jack’s Magical Beans	17.43	L6886	9
2014-01-10	Hallowed Grounds	6.87	L5777	10
2014-01-10	Bean There Done That	15.39	L7783	10
2014-01-10	Gelatogalore	26.15	L7783	10
2014-01-10	Hippokampos	28.22	L7783	10
2014-01-10	Bean There Done That	3.92	L3191	10
2014-01-10	Guy’s Gyros	31.50	L3191	10
2014-01-10	Brewed Awakenings	13.82	L4164	10
2014-01-10	Hippokampos	10.48	L4164	10
2014-01-10	Katerina’s Café	34.76	L4164	10
2014-01-10	Abila Zacharo	33.33	L6267	10
2014-01-10	Jack’s Magical Beans	15.69	L6267	10
2014-01-10	Ouzeri Elian	19.92	L6267	10
2014-01-10	Coffee Cameleon	8.51	L1682	10
2014-01-10	Guy’s Gyros	15.93	L1682	10
2014-01-10	Octavio’s Office Supplies	64.51	L1682	10
2014-01-10	Brew’ve Been Served	14.45	L1485	10
2014-01-10	Ouzeri Elian	35.24	L1485	10
2014-01-10	Brewed Awakenings	6.17	L5947	10
2014-01-10	Hallowed Grounds	10.34	L6119	10
2014-01-10	Ouzeri Elian	25.98	L6119	10
2014-01-10	Bean There Done That	13.41	L3014	10
2014-01-10	Ouzeri Elian	15.25	L3014	10
2014-01-10	Brewed Awakenings	13.90	L2070	10
2014-01-10	Hippokampos	30.63	L2070	10
2014-01-10	Hippokampos	17.21	L2070	10
2014-01-10	Bean There Done That	18.67	L4149	10
2014-01-10	Guy’s Gyros	31.05	L4149	10
2014-01-10	Hallowed Grounds	10.76	L6544	10
2014-01-10	Katerina’s Café	37.62	L6544	10
2014-01-10	Abila Zacharo	8.22	L4424	10
2014-01-10	Hallowed Grounds	12.03	L4424	10
2014-01-10	Abila Zacharo	36.38	L5259	10
2014-01-10	Brew’ve Been Served	3.03	L5259	10
2014-01-10	Shoppers’ Delight	279.53	L5259	10
2014-01-10	Brew’ve Been Served	3.44	L3800	10
2014-01-10	Frydos Autosupply n’ More	217.08	L3800	10
2014-01-10	Guy’s Gyros	26.68	L3800	10
2014-01-10	Hallowed Grounds	8.34	L5553	10
2014-01-10	Ouzeri Elian	30.93	L5553	10
2014-01-10	Albert’s Fine Clothing	126.13	L3366	10
2014-01-10	Bean There Done That	9.30	L3366	10
2014-01-10	Katerina’s Café	25.62	L3366	10
2014-01-10	Brew’ve Been Served	15.85	L8148	10
2014-01-10	Guy’s Gyros	26.76	L8148	10
2014-01-10	Guy’s Gyros	23.61	L8148	10
2014-01-10	Carlyle Chemical Inc.	227.81	L5924	10
2014-01-10	Nationwide Refinery	2262.73	L5924	10
2014-01-10	Stewart and Sons Fabrication	4195.49	L5924	10
2014-01-10	Brew’ve Been Served	5.89	L3572	10
2014-01-10	Brew’ve Been Served	5.01	L2490	10
2014-01-10	Kalami Kafenion	35.69	L2490	10
2014-01-10	Brew’ve Been Served	12.64	L2169	10
2014-01-10	General Grocer	227.28	L2169	10
2014-01-10	Kalami Kafenion	24.30	L2169	10
2014-01-10	Nationwide Refinery	1552.82	L9633	10
2014-01-10	Stewart and Sons Fabrication	4074.10	L9633	10
2014-01-10	Carlyle Chemical Inc.	3489.36	L8477	10
2014-01-10	Katerina’s Café	24.33	L9637	10
2014-01-10	Abila Zacharo	36.73	L8012	10
2014-01-10	Hallowed Grounds	11.49	L8012	10
2014-01-10	Jack’s Magical Beans	16.29	L3288	10
2014-01-10	Kalami Kafenion	101.50	L3288	10
2014-01-10	Abila Zacharo	16.12	L7814	10
2014-01-10	Brew’ve Been Served	13.32	L3259	10
2014-01-10	Katerina’s Café	15.76	L3259	10
2014-01-10	Ouzeri Elian	20.46	L3259	10
2014-01-10	Coffee Cameleon	11.54	L3295	10
2014-01-10	Gelatogalore	39.40	L3295	10
2014-01-10	Katerina’s Café	21.89	L3295	10
2014-01-10	Brew’ve Been Served	5.31	L9363	10
2014-01-10	Guy’s Gyros	29.81	L9363	10
2014-01-10	Hippokampos	39.89	L9363	10
2014-01-10	Guy’s Gyros	36.44	L5224	10
2014-01-10	Jack’s Magical Beans	5.46	L5224	10
2014-01-10	Chostus Hotel	113.25	L7291	10
2014-01-10	Brew’ve Been Served	17.25	L8566	10
2014-01-10	Guy’s Gyros	27.78	L8566	10
2014-01-10	Hippokampos	39.26	L8566	10
2014-01-10	Octavio’s Office Supplies	139.72	L8566	10
2014-01-10	Brew’ve Been Served	10.72	L9254	10
2014-01-10	Katerina’s Café	25.36	L9254	10
2014-01-10	Hippokampos	32.01	L6886	10
2014-01-10	Hippokampos	39.97	L6886	10
2014-01-11	Hippokampos	70.23	L7783	11
2014-01-11	Hippokampos	67.37	L3191	11
2014-01-11	Frydos Autosupply n’ More	52.73	L4164	11
2014-01-11	Hippokampos	66.21	L4164	11
2014-01-11	Hippokampos	20.87	L4164	11
2014-01-11	Ouzeri Elian	69.36	L6267	11
2014-01-11	Katerina’s Café	29.17	L1682	11
2014-01-11	Abila Zacharo	89.54	L5947	11
2014-01-11	Katerina’s Café	57.36	L5947	11
2014-01-11	Katerina’s Café	12.55	L6119	11
2014-01-11	Hippokampos	63.21	L2070	11
2014-01-11	Katerina’s Café	23.45	L4149	11
2014-01-11	Kalami Kafenion	39.36	L6544	11
2014-01-11	Katerina’s Café	17.60	L4424	11
2014-01-11	Kalami Kafenion	23.86	L5259	11
2014-01-11	Guy’s Gyros	33.65	L3800	11
2014-01-11	Gelatogalore	17.31	L5553	11
2014-01-11	Katerina’s Café	55.67	L5553	11
2014-01-11	Katerina’s Café	29.10	L3366	11
2014-01-11	Guy’s Gyros	55.69	L8148	11
2014-01-11	Katerina’s Café	71.65	L2490	11
2014-01-11	Albert’s Fine Clothing	211.47	L2169	11
2014-01-11	Hippokampos	23.38	L2169	11
2014-01-11	Katerina’s Café	26.02	L9637	11
2014-01-11	Katerina’s Café	33.18	L9637	11
2014-01-11	Abila Zacharo	54.82	L8012	11
2014-01-11	Katerina’s Café	45.68	L8012	11
2014-01-11	Kalami Kafenion	50.20	L3288	11
2014-01-11	Katerina’s Café	27.46	L7814	11
2014-01-11	Katerina’s Café	9.78	L3259	11
2014-01-11	Abila Zacharo	45.20	L9363	11
2014-01-11	Frydos Autosupply n’ More	261.00	L9363	11
2014-01-11	Albert’s Fine Clothing	105.33	L5224	11
2014-01-11	Katerina’s Café	45.22	L5224	11
2014-01-11	Ahaggo Museum	32.14	L7291	11
2014-01-11	Hippokampos	32.63	L7291	11
2014-01-11	Ahaggo Museum	89.32	L8566	11
2014-01-11	Hippokampos	63.21	L8566	11
2014-01-11	Guy’s Gyros	16.33	L9254	11
2014-01-12	Hippokampos	31.99	L5777	12
2014-01-12	Hippokampos	66.63	L7783	12
2014-01-12	Hippokampos	78.21	L3191	12
2014-01-12	Desafio Golf Course	160.77	L4164	12
2014-01-12	Hippokampos	63.32	L4164	12
2014-01-12	Ouzeri Elian	55.55	L6267	12
2014-01-12	Katerina’s Café	11.81	L1682	12
2014-01-12	Guy’s Gyros	34.41	L1485	12
2014-01-12	Hippokampos	29.41	L5947	12
2014-01-12	Kalami Kafenion	26.04	L5947	12
2014-01-12	Hippokampos	8.54	L6119	12
2014-01-12	Katerina’s Café	12.64	L6119	12
2014-01-12	Albert’s Fine Clothing	63.36	L3014	12
2014-01-12	Desafio Golf Course	198.46	L2070	12
2014-01-12	Hippokampos	26.79	L2070	12
2014-01-12	Ouzeri Elian	38.55	L2070	12
2014-01-12	Hippokampos	27.15	L4149	12
2014-01-12	Guy’s Gyros	42.32	L6544	12
2014-01-12	Hippokampos	12.57	L4424	12
2014-01-12	Katerina’s Café	27.09	L4424	12
2014-01-12	Ouzeri Elian	24.72	L5259	12
2014-01-12	Shoppers’ Delight	204.37	L5259	12
2014-01-12	Shoppers’ Delight	211.03	L3800	12
2014-01-12	Hippokampos	49.23	L3366	12
2014-01-12	Kronos Mart	159.06	L8148	12
2014-01-12	Shoppers’ Delight	86.22	L3572	12
2014-01-12	Guy’s Gyros	42.78	L2490	12
2014-01-12	Albert’s Fine Clothing	195.81	L9637	12
2014-01-12	Hippokampos	12.55	L9637	12
2014-01-12	Ouzeri Elian	72.32	L8012	12
2014-01-12	Shoppers’ Delight	135.78	L8012	12
2014-01-12	Gelatogalore	36.20	L3288	12
2014-01-12	Kalami Kafenion	14.59	L7814	12
2014-01-12	Katerina’s Café	15.37	L3259	12
2014-01-12	Katerina’s Café	34.10	L9362	12
2014-01-12	Katerina’s Café	67.14	L9362	12
2014-01-12	Shoppers’ Delight	51.50	L9362	12
2014-01-12	Ahaggo Museum	120.20	L9363	12
2014-01-12	Guy’s Gyros	34.74	L9363	12
2014-01-12	Hippokampos	52.21	L5224	12
2014-01-12	Ouzeri Elian	117.22	L5224	12
2014-01-12	Abila Zacharo	11.20	L7291	12
2014-01-12	Desafio Golf Course	129.33	L6886	12
2014-01-13	Hallowed Grounds	14.11	L5777	13
2014-01-13	Hippokampos	30.51	L5777	13
2014-01-13	Ouzeri Elian	28.75	L5777	13
2014-01-13	Bean There Done That	7.93	L7783	13
2014-01-13	Gelatogalore	36.93	L7783	13
2014-01-13	Hippokampos	31.59	L7783	13
2014-01-13	Abila Zacharo	11.99	L3191	13
2014-01-13	Bean There Done That	18.02	L3191	13
2014-01-13	Abila Zacharo	36.14	L4164	13
2014-01-13	Albert’s Fine Clothing	288.00	L4164	13
2014-01-13	Brewed Awakenings	12.69	L4164	13
2014-01-13	Jack’s Magical Beans	18.31	L6267	13
2014-01-13	Katerina’s Café	26.15	L6267	13
2014-01-13	Coffee Cameleon	4.88	L1682	13
2014-01-13	Hippokampos	35.73	L1682	13
2014-01-13	Abila Zacharo	36.32	L1485	13
2014-01-13	Brew’ve Been Served	12.80	L1485	13
2014-01-13	Shoppers’ Delight	216.43	L1485	13
2014-01-13	Brewed Awakenings	16.40	L5947	13
2014-01-13	Guy’s Gyros	27.49	L5947	13
2014-01-13	Hallowed Grounds	9.16	L6119	13
2014-01-13	Katerina’s Café	37.88	L6119	13
2014-01-13	Katerina’s Café	15.82	L6119	13
2014-01-13	Bean There Done That	19.56	L3014	13
2014-01-13	Ouzeri Elian	29.75	L3014	13
2014-01-13	Brewed Awakenings	16.25	L2070	13
2014-01-13	Gelatogalore	26.45	L2070	13
2014-01-13	Hippokampos	31.47	L2070	13
2014-01-13	Abila Zacharo	27.30	L4149	13
2014-01-13	Albert’s Fine Clothing	49.48	L4149	13
2014-01-13	Bean There Done That	5.54	L4149	13
2014-01-13	Guy’s Gyros	33.48	L6544	13
2014-01-13	Guy’s Gyros	37.50	L6544	13
2014-01-13	Hallowed Grounds	19.18	L6544	13
2014-01-13	Bean There Done That	10.37	L4424	13
2014-01-13	Katerina’s Café	8.29	L4424	13
2014-01-13	Katerina’s Café	27.59	L4424	13
2014-01-13	Abila Zacharo	17.41	L5259	13
2014-01-13	Brew’ve Been Served	6.69	L5259	13
2014-01-13	Guy’s Gyros	15.84	L5259	13
2014-01-13	Brew’ve Been Served	8.04	L3800	13
2014-01-13	Guy’s Gyros	36.89	L3800	13
2014-01-13	Hippokampos	31.97	L3800	13
2014-01-13	Bean There Done That	15.24	L5553	13
2014-01-13	Hippokampos	25.09	L5553	13
2014-01-13	Abila Zacharo	23.03	L3366	13
2014-01-13	Bean There Done That	18.59	L3366	13
2014-01-13	Abila Zacharo	39.95	L8148	13
2014-01-13	Brew’ve Been Served	4.18	L8148	13
2014-01-13	Carlyle Chemical Inc.	1718.96	L4063	13
2014-01-13	Abila Airport	3617.47	L4063	13
2014-01-13	Kronos Pipe and Irrigation	2852.74	L4063	13
2014-01-13	Maximum Iron and Steel	689.85	L4063	13
2014-01-13	Ouzeri Elian	19.82	L4063	13
2014-01-13	Brew’ve Been Served	11.49	L3572	13
2014-01-13	Guy’s Gyros	28.57	L3572	13
2014-01-13	Brew’ve Been Served	18.23	L2490	13
2014-01-13	Abila Airport	4417.03	L2769	13
2014-01-13	Abila Airport	2228.08	L2769	13
2014-01-13	Brew’ve Been Served	16.05	L2169	13
2014-01-13	Frydos Autosupply n’ More	87.57	L2169	13
2014-01-13	Hippokampos	17.17	L2169	13
2014-01-13	Nationwide Refinery	204.58	L9633	13
2014-01-13	Stewart and Sons Fabrication	4071.95	L9633	13
2014-01-13	Coffee Cameleon	17.76	L9637	13
2014-01-13	Guy’s Gyros	37.37	L9637	13
2014-01-13	Katerina’s Café	35.70	L9637	13
2014-01-13	Katerina’s Café	11.36	L8012	13
2014-01-13	Ouzeri Elian	8.32	L8012	13
2014-01-13	Abila Zacharo	64.50	L3288	13
2014-01-13	Jack’s Magical Beans	5.22	L3288	13
2014-01-13	Hallowed Grounds	13.68	L7814	13
2014-01-13	Katerina’s Café	24.26	L7814	13
2014-01-13	Hallowed Grounds	5.85	L3259	13
2014-01-13	Katerina’s Café	33.11	L3259	13
2014-01-13	Coffee Cameleon	19.93	L9362	13
2014-01-13	Katerina’s Café	29.55	L9362	13
2014-01-13	Katerina’s Café	29.83	L9362	13
2014-01-13	Guy’s Gyros	12.76	L9363	13
2014-01-13	Shoppers’ Delight	144.40	L9363	13
2014-01-13	Gelatogalore	32.83	L5224	13
2014-01-13	Hippokampos	39.63	L5224	13
2014-01-13	Jack’s Magical Beans	9.64	L5224	13
2014-01-13	Abila Zacharo	8.72	L7291	13
2014-01-13	Brew’ve Been Served	8.00	L7291	13
2014-01-13	Brew’ve Been Served	18.71	L8566	13
2014-01-13	Guy’s Gyros	20.47	L8566	13
2014-01-13	Ouzeri Elian	35.03	L8566	13
2014-01-13	Brew’ve Been Served	19.64	L9254	13
2014-01-13	Guy’s Gyros	22.34	L9254	13
2014-01-13	Hippokampos	39.90	L9254	13
2014-01-13	Guy’s Gyros	29.25	L6886	13
2014-01-13	Hippokampos	29.22	L6886	13
2014-01-13	Jack’s Magical Beans	17.52	L6886	13
2014-01-14	Kalami Kafenion	16.84	L5777	14
2014-01-14	Ouzeri Elian	15.94	L5777	14
2014-01-14	Bean There Done That	7.28	L7783	14
2014-01-14	Hippokampos	39.64	L7783	14
2014-01-14	Albert’s Fine Clothing	228.72	L3191	14
2014-01-14	Bean There Done That	19.37	L3191	14
2014-01-14	Kalami Kafenion	17.38	L3191	14
2014-01-14	Brewed Awakenings	17.14	L4164	14
2014-01-14	Jack’s Magical Beans	13.32	L6267	14
2014-01-14	Ouzeri Elian	11.86	L6267	14
2014-01-14	Coffee Cameleon	15.63	L1682	14
2014-01-14	Hippokampos	36.01	L1682	14
2014-01-14	Brew’ve Been Served	6.45	L1485	14
2014-01-14	Hippokampos	19.07	L1485	14
2014-01-14	Brewed Awakenings	8.30	L5947	14
2014-01-14	Chostus Hotel	109.54	L5947	14
2014-01-14	Hippokampos	22.13	L5947	14
2014-01-14	Hallowed Grounds	10.75	L6119	14
2014-01-14	Hippokampos	18.81	L6119	14
2014-01-14	Katerina’s Café	31.80	L6119	14
2014-01-14	Gelatogalore	10.98	L3014	14
2014-01-14	Hippokampos	10.71	L3014	14
2014-01-14	Brewed Awakenings	11.35	L2070	14
2014-01-14	Hippokampos	23.56	L2070	14
2014-01-14	Kalami Kafenion	15.15	L2070	14
2014-01-14	Bean There Done That	7.82	L4149	14
2014-01-14	Kalami Kafenion	15.27	L4149	14
2014-01-14	Guy’s Gyros	34.26	L6544	14
2014-01-14	Hallowed Grounds	13.00	L6544	14
2014-01-14	Ouzeri Elian	22.30	L6544	14
2014-01-14	Guy’s Gyros	16.35	L4424	14
2014-01-14	Hallowed Grounds	19.99	L4424	14
2014-01-14	Katerina’s Café	12.65	L4424	14
2014-01-14	Brew’ve Been Served	11.94	L5259	14
2014-01-14	Guy’s Gyros	25.28	L5259	14
2014-01-14	Katerina’s Café	33.54	L5259	14
2014-01-14	Brew’ve Been Served	8.24	L3800	14
2014-01-14	Gelatogalore	27.26	L3800	14
2014-01-14	Guy’s Gyros	12.96	L3800	14
2014-01-14	Guy’s Gyros	38.26	L5553	14
2014-01-14	Hallowed Grounds	10.21	L5553	14
2014-01-14	Katerina’s Café	18.35	L5553	14
2014-01-14	Bean There Done That	5.90	L3366	14
2014-01-14	Katerina’s Café	10.03	L3366	14
2014-01-14	Abila Zacharo	8.41	L8148	14
2014-01-14	Brew’ve Been Served	3.66	L8148	14
2014-01-14	Abila Airport	2369.56	L7761	14
2014-01-14	Nationwide Refinery	1301.01	L7761	14
2014-01-14	Stewart and Sons Fabrication	540.19	L7761	14
2014-01-14	Brew’ve Been Served	3.21	L3572	14
2014-01-14	Albert’s Fine Clothing	50.77	L2490	14
2014-01-14	Brew’ve Been Served	10.96	L2490	14
2014-01-14	Ouzeri Elian	27.32	L2490	14
2014-01-14	Abila Airport	228.41	L2769	14
2014-01-14	Abila Airport	4898.39	L2769	14
2014-01-14	Abila Zacharo	24.87	L2169	14
2014-01-14	Brewed Awakenings	12.74	L2169	14
2014-01-14	Frydos Autosupply n’ More	42.72	L2169	14
2014-01-14	Carlyle Chemical Inc.	3630.57	L5756	14
2014-01-14	Carlyle Chemical Inc.	794.88	L5756	14
2014-01-14	Carlyle Chemical Inc.	3470.99	L5756	14
2014-01-14	Nationwide Refinery	570.95	L5756	14
2014-01-14	Nationwide Refinery	965.72	L9633	14
2014-01-14	Stewart and Sons Fabrication	278.52	L9633	14
2014-01-14	Coffee Cameleon	7.84	L9637	14
2014-01-14	Abila Zacharo	10.24	L8012	14
2014-01-14	Hallowed Grounds	4.59	L8012	14
2014-01-14	Guy’s Gyros	50.40	L3288	14
2014-01-14	Jack’s Magical Beans	3.36	L3288	14
2014-01-14	Kalami Kafenion	23.10	L7814	14
2014-01-14	Katerina’s Café	11.89	L7814	14
2014-01-14	Abila Zacharo	15.26	L3259	14
2014-01-14	Brew’ve Been Served	16.53	L3259	14
2014-01-14	Roberts and Sons	203.81	L3259	14
2014-01-14	Coffee Cameleon	9.80	L9362	14
2014-01-14	Katerina’s Café	15.46	L9362	14
2014-01-14	Katerina’s Café	36.95	L9362	14
2014-01-14	Brew’ve Been Served	12.31	L9363	14
2014-01-14	Frydos Autosupply n’ More	146.74	L9363	14
2014-01-14	Hippokampos	17.18	L9363	14
2014-01-14	Abila Scrapyard	4277.40	L3317	14
2014-01-14	Abila Airport	3339.21	L3317	14
2014-01-14	Nationwide Refinery	4429.76	L3317	14
2014-01-14	Jack’s Magical Beans	15.70	L5224	14
2014-01-14	Katerina’s Café	29.12	L5224	14
2014-01-14	Brew’ve Been Served	5.87	L7291	14
2014-01-14	Chostus Hotel	113.08	L7291	14
2014-01-14	Brew’ve Been Served	4.72	L8566	14
2014-01-14	Guy’s Gyros	23.59	L8566	14
2014-01-14	Katerina’s Café	29.10	L8566	14
2014-01-14	Brew’ve Been Served	7.31	L9254	14
2014-01-14	Guy’s Gyros	26.14	L9254	14
2014-01-14	Katerina’s Café	20.95	L9254	14
2014-01-14	Gelatogalore	39.17	L6886	14
2014-01-14	Hippokampos	9.55	L6886	14
2014-01-14	Jack’s Magical Beans	18.08	L6886	14
2014-01-15	Hallowed Grounds	15.86	L5777	15
2014-01-15	Ouzeri Elian	24.81	L5777	15
2014-01-15	Ouzeri Elian	32.95	L5777	15
2014-01-15	Guy’s Gyros	14.37	L7783	15
2014-01-15	Abila Zacharo	8.83	L3191	15
2014-01-15	Bean There Done That	5.34	L3191	15
2014-01-15	Hippokampos	35.12	L3191	15
2014-01-15	Abila Zacharo	23.51	L4164	15
2014-01-15	Brewed Awakenings	15.75	L4164	15
2014-01-15	Hippokampos	13.00	L6267	15
2014-01-15	Ouzeri Elian	23.18	L6267	15
2014-01-15	Coffee Cameleon	5.49	L1682	15
2014-01-15	Katerina’s Café	13.77	L1682	15
2014-01-15	Ouzeri Elian	8.93	L1682	15
2014-01-15	Brew’ve Been Served	15.58	L1485	15
2014-01-15	Gelatogalore	31.21	L1485	15
2014-01-15	Guy’s Gyros	21.43	L1485	15
2014-01-15	Brewed Awakenings	11.62	L5947	15
2014-01-15	Frydos Autosupply n’ More	18.91	L5947	15
2014-01-15	Hippokampos	22.61	L5947	15
2014-01-15	Abila Zacharo	31.00	L6119	15
2014-01-15	Bean There Done That	13.13	L3014	15
2014-01-15	Hippokampos	32.40	L3014	15
2014-01-15	Hippokampos	16.37	L3014	15
2014-01-15	Brewed Awakenings	3.62	L2070	15
2014-01-15	Hippokampos	36.70	L2070	15
2014-01-15	Shoppers’ Delight	102.00	L2070	15
2014-01-15	Bean There Done That	18.96	L4149	15
2014-01-15	Hippokampos	10.35	L4149	15
2014-01-15	Ouzeri Elian	36.47	L4149	15
2014-01-15	Hallowed Grounds	12.17	L6544	15
2014-01-15	Kronos Mart	258.83	L6544	15
2014-01-15	Ouzeri Elian	22.86	L6544	15
2014-01-15	Kalami Kafenion	26.17	L4424	15
2014-01-15	Brew’ve Been Served	6.58	L5259	15
2014-01-15	Gelatogalore	39.40	L5259	15
2014-01-15	General Grocer	106.20	L5259	15
2014-01-15	Brew’ve Been Served	3.71	L3800	15
2014-01-15	Guy’s Gyros	25.58	L5553	15
2014-01-15	Hallowed Grounds	5.28	L5553	15
2014-01-15	Katerina’s Café	11.45	L5553	15
2014-01-15	Bean There Done That	15.24	L3366	15
2014-01-15	Hippokampos	21.14	L3366	15
2014-01-15	Kalami Kafenion	27.86	L3366	15
2014-01-15	Brew’ve Been Served	15.50	L8148	15
2014-01-15	Guy’s Gyros	36.35	L8148	15
2014-01-15	Brew’ve Been Served	11.23	L3572	15
2014-01-15	Guy’s Gyros	27.01	L3572	15
2014-01-15	Brew’ve Been Served	14.06	L2490	15
2014-01-15	Guy’s Gyros	18.04	L2490	15
2014-01-15	Ouzeri Elian	12.90	L2490	15
2014-01-15	Abila Airport	3152.41	L2769	15
2014-01-15	Abila Airport	875.87	L2769	15
2014-01-15	Brew’ve Been Served	9.70	L2169	15
2014-01-15	Guy’s Gyros	31.04	L2169	15
2014-01-15	Hippokampos	38.23	L2169	15
2014-01-15	Stewart and Sons Fabrication	4485.38	L5485	15
2014-01-15	Carlyle Chemical Inc.	3608.08	L5756	15
2014-01-15	Carlyle Chemical Inc.	1112.04	L5756	15
2014-01-15	Carlyle Chemical Inc.	1392.73	L5756	15
2014-01-15	Katerina’s Café	24.15	L5756	15
2014-01-15	Nationwide Refinery	3004.98	L5756	15
2014-01-15	Nationwide Refinery	1391.24	L9633	15
2014-01-15	Kronos Pipe and Irrigation	2564.00	L8477	15
2014-01-15	Maximum Iron and Steel	4788.22	L8477	15
2014-01-15	Coffee Cameleon	19.93	L9637	15
2014-01-15	Guy’s Gyros	15.89	L9637	15
2014-01-15	Katerina’s Café	12.12	L8012	15
2014-01-15	Katerina’s Café	39.63	L8012	15
2014-01-15	Jack’s Magical Beans	5.30	L3288	15
2014-01-15	Katerina’s Café	55.60	L3288	15
2014-01-15	Ouzeri Elian	28.86	L3288	15
2014-01-15	Abila Zacharo	24.53	L7814	15
2014-01-15	Hallowed Grounds	14.33	L7814	15
2014-01-15	Katerina’s Café	39.23	L7814	15
2014-01-15	Brew’ve Been Served	11.47	L3259	15
2014-01-15	Abila Zacharo	33.80	L9362	15
2014-01-15	Coffee Cameleon	14.47	L9362	15
2014-01-15	Katerina’s Café	27.48	L9362	15
2014-01-15	Brew’ve Been Served	18.58	L9363	15
2014-01-15	Kalami Kafenion	28.82	L9363	15
2014-01-15	Hippokampos	37.16	L5224	15
2014-01-15	Jack’s Magical Beans	4.06	L5224	15
2014-01-15	Kalami Kafenion	22.39	L5224	15
2014-01-15	Brew’ve Been Served	19.87	L7291	15
2014-01-15	Frydos Autosupply n’ More	235.27	L7291	15
2014-01-15	Hippokampos	38.89	L7291	15
2014-01-15	Brew’ve Been Served	4.92	L8566	15
2014-01-15	General Grocer	137.65	L8566	15
2014-01-15	Guy’s Gyros	19.80	L8566	15
2014-01-15	Guy’s Gyros	29.34	L9254	15
2014-01-15	Guy’s Gyros	28.75	L9254	15
2014-01-15	Gelatogalore	9.61	L6886	15
2014-01-15	General Grocer	83.11	L6886	15
2014-01-15	Jack’s Magical Beans	19.54	L6886	15
2014-01-16	Guy’s Gyros	10.27	L5777	16
2014-01-16	Hallowed Grounds	12.19	L5777	16
2014-01-16	Ouzeri Elian	9.91	L5777	16
2014-01-16	Bean There Done That	19.82	L7783	16
2014-01-16	Hippokampos	31.14	L7783	16
2014-01-16	Kronos Mart	286.24	L7783	16
2014-01-16	Bean There Done That	12.33	L3191	16
2014-01-16	Hippokampos	10.55	L3191	16
2014-01-16	Kalami Kafenion	31.38	L3191	16
2014-01-16	Hippokampos	20.84	L4164	16
2014-01-16	Katerina’s Café	27.82	L4164	16
2014-01-16	Hippokampos	36.17	L6267	16
2014-01-16	Jack’s Magical Beans	9.12	L6267	16
2014-01-16	Ouzeri Elian	23.89	L6267	16
2014-01-16	Coffee Cameleon	5.20	L1682	16
2014-01-16	Hippokampos	16.53	L1682	16
2014-01-16	Katerina’s Café	36.32	L1682	16
2014-01-16	Brew’ve Been Served	5.82	L1485	16
2014-01-16	Ouzeri Elian	12.47	L1485	16
2014-01-16	Brewed Awakenings	6.53	L5947	16
2014-01-16	Hippokampos	10.38	L5947	16
2014-01-16	Guy’s Gyros	31.48	L6119	16
2014-01-16	Hallowed Grounds	13.84	L6119	16
2014-01-16	Katerina’s Café	10.93	L6119	16
2014-01-16	Bean There Done That	5.56	L3014	16
2014-01-16	Guy’s Gyros	32.80	L3014	16
2014-01-16	Shoppers’ Delight	100.69	L3014	16
2014-01-16	Brewed Awakenings	6.39	L2070	16
2014-01-16	Hippokampos	17.66	L2070	16
2014-01-16	Hippokampos	14.89	L4149	16
2014-01-16	Hippokampos	29.13	L4149	16
2014-01-16	Guy’s Gyros	11.31	L6544	16
2014-01-16	Hallowed Grounds	18.20	L6544	16
2014-01-16	Frydos Autosupply n’ More	53.37	L4424	16
2014-01-16	Gelatogalore	32.40	L4424	16
2014-01-16	Hallowed Grounds	7.22	L4424	16
2014-01-16	Albert’s Fine Clothing	91.71	L5259	16
2014-01-16	Brew’ve Been Served	16.90	L5259	16
2014-01-16	Guy’s Gyros	29.70	L5259	16
2014-01-16	Brew’ve Been Served	7.31	L3800	16
2014-01-16	Guy’s Gyros	25.57	L3800	16
2014-01-16	Kalami Kafenion	8.86	L3800	16
2014-01-16	Hallowed Grounds	4.98	L5553	16
2014-01-16	Hippokampos	29.93	L5553	16
2014-01-16	Katerina’s Café	13.91	L5553	16
2014-01-16	Bean There Done That	17.40	L3366	16
2014-01-16	Hippokampos	34.00	L3366	16
2014-01-16	Kalami Kafenion	26.32	L3366	16
2014-01-16	Brew’ve Been Served	12.83	L8148	16
2014-01-16	Guy’s Gyros	13.48	L8148	16
2014-01-16	Guy’s Gyros	30.76	L8148	16
2014-01-16	Abila Airport	1676.53	L7761	16
2014-01-16	Nationwide Refinery	2047.28	L7761	16
2014-01-16	Stewart and Sons Fabrication	860.30	L7761	16
2014-01-16	Brew’ve Been Served	12.67	L3572	16
2014-01-16	Shoppers’ Delight	16.84	L3572	16
2014-01-16	Brew’ve Been Served	19.90	L2490	16
2014-01-16	Guy’s Gyros	8.31	L2490	16
2014-01-16	Katerina’s Café	34.02	L2490	16
2014-01-16	Abila Airport	3917.30	L2769	16
2014-01-16	Abila Airport	3032.97	L2769	16
2014-01-16	Brew’ve Been Served	17.44	L2169	16
2014-01-16	Gelatogalore	10.62	L2169	16
2014-01-16	Roberts and Sons	155.76	L2169	16
2014-01-16	Carlyle Chemical Inc.	419.93	L5756	16
2014-01-16	Carlyle Chemical Inc.	1814.24	L5756	16
2014-01-16	Katerina’s Café	34.90	L5756	16
2014-01-16	Nationwide Refinery	4742.67	L5756	16
2014-01-16	Nationwide Refinery	1494.44	L9633	16
2014-01-16	Stewart and Sons Fabrication	4543.31	L9633	16
2014-01-16	Katerina’s Café	19.44	L9637	16
2014-01-16	Abila Zacharo	64.71	L3288	16
2014-01-16	Jack’s Magical Beans	14.86	L3288	16
2014-01-16	Ouzeri Elian	29.99	L3288	16
2014-01-16	Hallowed Grounds	17.74	L7814	16
2014-01-16	Kalami Kafenion	11.83	L7814	16
2014-01-16	Katerina’s Café	34.58	L7814	16
2014-01-16	Gelatogalore	22.19	L3259	16
2014-01-16	Hallowed Grounds	12.61	L3259	16
2014-01-16	Katerina’s Café	10.84	L3259	16
2014-01-16	Abila Zacharo	31.31	L9362	16
2014-01-16	Coffee Cameleon	7.19	L9362	16
2014-01-16	Katerina’s Café	14.34	L9362	16
2014-01-16	Abila Zacharo	8.43	L9363	16
2014-01-16	Guy’s Gyros	28.27	L9363	16
2014-01-16	Abila Scrapyard	1897.05	L3317	16
2014-01-16	Abila Airport	3138.98	L3317	16
2014-01-16	Jack’s Magical Beans	12.56	L5224	16
2014-01-16	Guy’s Gyros	31.31	L7291	16
2014-01-16	Katerina’s Café	11.08	L7291	16
2014-01-16	Brew’ve Been Served	4.70	L8566	16
2014-01-16	Guy’s Gyros	37.80	L8566	16
2014-01-16	Brew’ve Been Served	8.18	L9254	16
2014-01-16	Hippokampos	18.18	L9254	16
2014-01-16	Roberts and Sons	240.66	L9254	16
2014-01-16	Gelatogalore	12.33	L6886	16
2014-01-16	Jack’s Magical Beans	6.95	L6886	16
2014-01-17	Hallowed Grounds	9.40	L5777	17
2014-01-17	Ouzeri Elian	35.81	L5777	17
2014-01-17	Bean There Done That	19.67	L7783	17
2014-01-17	Bean There Done That	8.21	L3191	17
2014-01-17	Gelatogalore	23.23	L3191	17
2014-01-17	Hippokampos	12.86	L3191	17
2014-01-17	Brewed Awakenings	8.16	L4164	17
2014-01-17	Guy’s Gyros	8.64	L4164	17
2014-01-17	Hippokampos	11.93	L4164	17
2014-01-17	Jack’s Magical Beans	7.57	L6267	17
2014-01-17	Ouzeri Elian	38.60	L6267	17
2014-01-17	Coffee Cameleon	6.81	L1682	17
2014-01-17	Kalami Kafenion	140.78	L1682	17
2014-01-17	Katerina’s Café	19.09	L1682	17
2014-01-17	Brew’ve Been Served	3.09	L1485	17
2014-01-17	Guy’s Gyros	39.14	L1485	17
2014-01-17	Guy’s Gyros	8.54	L1485	17
2014-01-17	Brewed Awakenings	8.69	L5947	17
2014-01-17	Chostus Hotel	119.62	L5947	17
2014-01-17	Hippokampos	8.92	L5947	17
2014-01-17	Hallowed Grounds	14.58	L6119	17
2014-01-17	Katerina’s Café	32.13	L6119	17
2014-01-17	Bean There Done That	19.56	L3014	17
2014-01-17	Hippokampos	10.14	L3014	17
2014-01-17	Abila Zacharo	8.78	L2070	17
2014-01-17	Brewed Awakenings	6.00	L2070	17
2014-01-17	Hippokampos	14.93	L2070	17
2014-01-17	Albert’s Fine Clothing	1239.41	L4149	17
2014-01-17	Bean There Done That	18.72	L4149	17
2014-01-17	Katerina’s Café	13.11	L4149	17
2014-01-17	General Grocer	78.03	L6544	17
2014-01-17	Kalami Kafenion	27.73	L6544	17
2014-01-17	Hallowed Grounds	18.60	L4424	17
2014-01-17	Kalami Kafenion	20.02	L4424	17
2014-01-17	Brew’ve Been Served	15.46	L5259	17
2014-01-17	Gelatogalore	34.59	L5259	17
2014-01-17	Guy’s Gyros	8.31	L5259	17
2014-01-17	Brew’ve Been Served	12.56	L3800	17
2014-01-17	Shoppers’ Delight	155.01	L3800	17
2014-01-17	Hallowed Grounds	15.98	L5553	17
2014-01-17	Hippokampos	28.35	L5553	17
2014-01-17	Abila Zacharo	21.21	L3366	17
2014-01-17	Bean There Done That	5.77	L3366	17
2014-01-17	Coffee Cameleon	9.16	L8148	17
2014-01-17	Guy’s Gyros	19.68	L8148	17
2014-01-17	Hippokampos	15.77	L8148	17
2014-01-17	Brew’ve Been Served	11.04	L3572	17
2014-01-17	Shoppers’ Delight	269.33	L3572	17
2014-01-17	Brew’ve Been Served	13.66	L2490	17
2014-01-17	Guy’s Gyros	22.18	L2490	17
2014-01-17	Guy’s Gyros	37.55	L2490	17
2014-01-17	Guy’s Gyros	15.40	L2169	17
2014-01-17	Katerina’s Café	35.52	L2169	17
2014-01-17	Stewart and Sons Fabrication	1753.17	L9633	17
2014-01-17	Abila Zacharo	14.51	L9637	17
2014-01-17	Coffee Cameleon	14.57	L9637	17
2014-01-17	Katerina’s Café	38.21	L9637	17
2014-01-17	Hallowed Grounds	3.25	L8012	17
2014-01-17	Katerina’s Café	21.22	L8012	17
2014-01-17	Hippokampos	52.31	L3288	17
2014-01-17	Jack’s Magical Beans	19.11	L3288	17
2014-01-17	Ouzeri Elian	10.21	L3288	17
2014-01-17	Gelatogalore	21.62	L7814	17
2014-01-17	Hallowed Grounds	18.22	L7814	17
2014-01-17	Katerina’s Café	22.18	L7814	17
2014-01-17	Brew’ve Been Served	16.62	L3259	17
2014-01-17	Katerina’s Café	27.49	L3259	17
2014-01-17	Coffee Cameleon	10.27	L9362	17
2014-01-17	Katerina’s Café	21.01	L9362	17
2014-01-17	Brew’ve Been Served	5.29	L9363	17
2014-01-17	Guy’s Gyros	16.83	L9363	17
2014-01-17	Abila Zacharo	15.95	L2459	17
2014-01-17	Hallowed Grounds	9.72	L2459	17
2014-01-17	Gelatogalore	15.84	L5224	17
2014-01-17	Brew’ve Been Served	12.30	L7291	17
2014-01-17	Chostus Hotel	114.22	L7291	17
2014-01-17	Guy’s Gyros	29.71	L7291	17
2014-01-17	Brew’ve Been Served	19.39	L8566	17
2014-01-17	Guy’s Gyros	35.10	L8566	17
2014-01-17	Hippokampos	14.57	L8566	17
2014-01-17	Abila Zacharo	39.67	L9254	17
2014-01-17	Brew’ve Been Served	10.52	L9254	17
2014-01-17	Hippokampos	38.19	L6886	17
2014-01-17	Kalami Kafenion	25.32	L6886	17
2014-01-18	Abila Zacharo	16.59	L5777	18
2014-01-18	Kronos Mart	194.51	L5777	18
2014-01-18	Ouzeri Elian	21.56	L5777	18
2014-01-18	Hippokampos	72.50	L7783	18
2014-01-18	Frank’s Fuel	52.66	L3191	18
2014-01-18	Kalami Kafenion	11.14	L3191	18
2014-01-18	Katerina’s Café	96.36	L4164	18
2014-01-18	Ouzeri Elian	57.63	L6267	18
2014-01-18	Abila Zacharo	18.45	L1682	18
2014-01-18	Roberts and Sons	62.47	L1682	18
2014-01-18	Kalami Kafenion	10.48	L1485	18
2014-01-18	Katerina’s Café	9.72	L1485	18
2014-01-18	Abila Zacharo	73.25	L5947	18
2014-01-18	Roberts and Sons	239.65	L5947	18
2014-01-18	Katerina’s Café	8.14	L6119	18
2014-01-18	Frydos Autosupply n’ More	103.55	L3014	18
2014-01-18	Hippokampos	20.11	L3014	18
2014-01-18	Hippokampos	63.21	L2070	18
2014-01-18	Kalami Kafenion	42.36	L2070	18
2014-01-18	Kronos Mart	150.36	L2070	18
2014-01-18	Kalami Kafenion	24.14	L4149	18
2014-01-18	Frydos Autosupply n’ More	281.54	L4424	18
2014-01-18	Guy’s Gyros	27.40	L4424	18
2014-01-18	Katerina’s Café	22.74	L4424	18
2014-01-18	Katerina’s Café	37.21	L5259	18
2014-01-18	Ahaggo Museum	120.20	L3800	18
2014-01-18	Guy’s Gyros	31.48	L3800	18
2014-01-18	Guy’s Gyros	47.89	L5553	18
2014-01-18	Roberts and Sons	266.69	L5553	18
2014-01-18	Albert’s Fine Clothing	35.66	L3366	18
2014-01-18	Hippokampos	27.21	L3366	18
2014-01-18	Ouzeri Elian	33.57	L3366	18
2014-01-18	Guy’s Gyros	39.68	L2490	18
2014-01-18	Katerina’s Café	19.30	L2490	18
2014-01-18	Kronos Mart	87.66	L2490	18
2014-01-18	Katerina’s Café	33.41	L2169	18
2014-01-18	Katerina’s Café	33.63	L8012	18
2014-01-18	Ahaggo Museum	55.55	L3288	18
2014-01-18	Hippokampos	49.21	L3288	18
2014-01-18	General Grocer	477.60	L9362	18
2014-01-18	Katerina’s Café	76.10	L9362	18
2014-01-18	Ouzeri Elian	53.36	L9362	18
2014-01-18	General Grocer	108.49	L9363	18
2014-01-18	Kalami Kafenion	53.36	L9363	18
2014-01-18	Chostus Hotel	600.00	L2459	18
2014-01-18	Katerina’s Café	14.22	L2459	18
2014-01-18	Abila Zacharo	111.93	L5224	18
2014-01-18	Albert’s Fine Clothing	226.49	L5224	18
2014-01-18	Shoppers’ Delight	258.33	L5224	18
2014-01-18	Abila Zacharo	21.29	L8566	18
2014-01-18	Katerina’s Café	19.31	L9254	18
2014-01-18	Frydos Autosupply n’ More	120.67	L6886	18
2014-01-18	Hippokampos	53.21	L6886	18
2014-01-18	Kalami Kafenion	38.91	L6886	18
2014-01-19	Hippokampos	78.96	L7783	19
2014-01-19	Hippokampos	101.25	L3191	19
2014-01-19	Desafio Golf Course	145.72	L4164	19
2014-01-19	Ouzeri Elian	67.98	L6267	19
2014-01-19	Guy’s Gyros	20.94	L1485	19
2014-01-19	Albert’s Fine Clothing	254.29	L5947	19
2014-01-19	Katerina’s Café	34.03	L6119	19
2014-01-19	Hippokampos	11.56	L3014	19
2014-01-19	Desafio Golf Course	190.91	L2070	19
2014-01-19	Hippokampos	48.23	L2070	19
2014-01-19	Guy’s Gyros	36.87	L6544	19
2014-01-19	Katerina’s Café	33.79	L4424	19
2014-01-19	Guy’s Gyros	65.21	L3800	19
2014-01-19	Ouzeri Elian	45.32	L3800	19
2014-01-19	Katerina’s Café	38.90	L5553	19
2014-01-19	Gelatogalore	22.36	L3366	19
2014-01-19	General Grocer	70.22	L3366	19
2014-01-19	Hippokampos	46.32	L3366	19
2014-01-19	Guy’s Gyros	40.36	L8148	19
2014-01-19	Frydos Autosupply n’ More	56.09	L2490	19
2014-01-19	Guy’s Gyros	58.35	L2490	19
2014-01-19	Ouzeri Elian	23.65	L2490	19
2014-01-19	Guy’s Gyros	31.94	L2169	19
2014-01-19	Katerina’s Café	26.76	L2169	19
2014-01-19	Albert’s Fine Clothing	274.66	L9637	19
2014-01-19	Shoppers’ Delight	30.39	L9637	19
2014-01-19	Ahaggo Museum	26.91	L3288	19
2014-01-19	Guy’s Gyros	23.21	L3288	19
2014-01-19	Frydos Autosupply n’ More	98.04	L3259	19
2014-01-19	Katerina’s Café	12.25	L9362	19
2014-01-19	Abila Zacharo	47.80	L9363	19
2014-01-19	Guy’s Gyros	39.60	L9363	19
2014-01-19	Desafio Golf Course	148.22	L2459	19
2014-01-19	Guy’s Gyros	25.79	L2459	19
2014-01-19	Desafio Golf Course	150.07	L5224	19
2014-01-19	Hippokampos	45.32	L5224	19
2014-01-19	Guy’s Gyros	37.48	L7291	19
2014-01-19	Frydos Autosupply n’ More	209.76	L8566	19
2014-01-19	Katerina’s Café	70.22	L8566	19
2014-01-19	Guy’s Gyros	18.08	L9254	19
2014-01-19	Katerina’s Café	35.01	L9254	19
2014-01-19	Desafio Golf Course	110.02	L6886	19
2014-01-19	Hippokampos	63.17	L6886	19